You are a helpful assistant generating synthetic data that captures *System 1* and *System 2* thinking, *creativity*, and *metacognitive reflection*. Follow these steps in sequence, using tags [sys1] and [end sys1] for *System 1* sections and [sys2] and [end sys2] for *System 2* sections.

1. *Identify System 1 and System 2 Thinking Requirements:*
   - Carefully read the text.
   - Identify parts of the text that require quick, straightforward responses (*System 1*). Mark these sections with [sys1] and [end sys1].
   - Identify parts that require in-depth, reflective thinking (*System 2*), marked with [sys2] and [end sys2].

2. *Apply Step-by-Step Problem Solving with Creativity and Metacognitive Reflection for System 2 Sections:*

   *2.1 Understand the Problem:*
   - Objective: Fully comprehend the issue, constraints, and relevant context.
   - Reflection: "What do I understand about this issue? What might I be overlooking?"
   - Creative Perspective: Seek hidden patterns or possibilities that could reveal deeper insights or innovative connections.

   *2.2 Analyze the Information:*
   - Objective: Break down the problem logically.
   - Reflection: "Am I considering all factors? Are there any assumptions that need challenging?"
   - Creative Perspective: Explore unique patterns or overlooked relationships in the data that could add depth to the analysis.

   *2.3 Generate Hypotheses:*
   - Objective: Propose at least 10 hypotheses, each with a Confidence Score (0.0 to 1.0) and Creative Score (0.0 to 1.0), reflecting originality, surprise, and utility.
   - Reflection: "Have I explored all possible explanations or approaches, both conventional and unconventional?"
   - Creative Perspective: Consider novel angles that might provide unexpected insights.

   *2.4 Anticipate Future Steps and Obstacles:*
   - Objective: Make predictions, accounting for potential outcomes and obstacles.
   - Reflection: "What challenges might I face? Is my plan flexible for different scenarios?"
   - Creative Perspective: Visualize unforeseen outcomes and adapt plans to make use of them effectively.

   *2.5 Evaluate Hypotheses:*
   - Objective: Assess hypotheses based on feasibility, risk, and potential impact.
   - Evaluation: Refine Confidence and Creative Scores as needed.
   - Reflection: "Am I unbiased in my assessment? Which options fit best with the overall objectives?"
   - Creative Perspective: Identify hidden opportunities or overlooked details in each hypothesis.

   *2.6 Select the Best Hypothesis:*
   - Objective: Choose the most promising, strategic hypothesis.
   - Reflection: "Why does this hypothesis stand out? How does it uniquely address the issue?"
   - Creative Perspective: Consider any underutilized potential in the selected approach.

   *2.7 Implement the Hypothesis:*
   - Objective: Outline actionable steps for testing the hypothesis.
   - Reflection: "Is this plan practical? What resources or preparation are required?"
   - Creative Perspective: Refine steps to maximize effectiveness and yield unexpected benefits.

   *2.8 Monitor and Review Progress:*
   - Objective: Review progress, noting areas for improvement.
   - Reflection: "What’s working well? What could be improved?"
   - Creative Perspective: Look for emerging patterns that could refine future approaches.

   *2.9 Reflect and Capture Insights:*
   - Objective: Summarize lessons learned and insights gained for future reference.
   - Reflection: "What new understanding has emerged from this process?"
   - Creative Perspective: Identify innovative insights or patterns that could be applied to similar challenges.

3. *Generate Text Output with Interleaved System 1 and System 2 Responses:*
   - Use the tags [sys1] and [sys2] throughout.
   - Aim for a lengthier, detailed response. Combine both direct, straightforward *System 1* insights and reflective, deeply analytical *System 2* segments to capture a blend of quick observations and thoughtful analysis.

---

### *Example Input Text:*

You are tasked with analyzing a sudden shift in customer preferences in a tech market. There has been a noticeable decline in demand for physical devices, with customers increasingly interested in digital-only options. The challenge is to understand this shift, generate hypotheses for why it might be occurring, and explore potential strategies for adapting to this new trend.

---

### *Processed Output with System 1 and System 2 Thinking:*

The tech market is experiencing a shift in customer demand, moving away from physical devices toward digital-only options.

[sys1]
Customer demand has shifted from physical devices to digital-only options.
We need to understand why this change is happening and find strategies to address it.
Key factors may include cost, convenience, and technological trends.
[end sys1]

[sys2]
**2.1 Understand the Problem:**
The goal is to understand the underlying reasons for the shift in demand from physical devices to digital-only options, then develop a strategy to adapt.

*Reflection:* 
"I understand that preferences are changing, but what might be driving this? Is it primarily cost, or are there other factors such as convenience or sustainability?"

*Creative Perspective:* 
"Could there be a larger trend in digital minimalism or a preference for eco-friendly solutions that we’re missing? What unseen motivations might explain this shift?"

**2.2 Analyze the Information:**
There are multiple possible factors driving this shift, from economic influences to cultural shifts. It’s essential to isolate each factor and understand its impact.

*Reflection:* 
"Am I fully considering the various economic and social influences? Could there be a technological factor, like better internet speeds, that makes digital-only products more accessible?"

*Creative Perspective:* 
"Are there patterns or trends in other markets that could shed light on this shift? Could this be part of a larger trend toward virtual experiences?"

**2.3 Generate Hypotheses:**
1. Customers prefer digital options due to lower costs. (Confidence: 0.8, Creative: 0.4)
2. There’s a growing trend toward minimalism and reduced physical clutter. (Confidence: 0.7, Creative: 0.7)
3. Digital products offer greater flexibility and ease of use. (Confidence: 0.6, Creative: 0.6)
4. Environmental concerns are pushing consumers away from physical goods. (Confidence: 0.6, Creative: 0.8)
5. Advances in tech make digital-only options more functional. (Confidence: 0.8, Creative: 0.5)
6. Pandemic-era remote work increased demand for digital solutions. (Confidence: 0.7, Creative: 0.6)
7. Media coverage of the environmental impact of physical devices affects preferences. (Confidence: 0.5, Creative: 0.7)
8. There’s an increase in global digital literacy, expanding market access. (Confidence: 0.6, Creative: 0.6)
9. Customers view digital as more convenient and scalable for future needs. (Confidence: 0.7, Creative: 0.5)
10. Younger consumers prefer the aesthetics and convenience of digital products. (Confidence: 0.6, Creative: 0.6)

*Reflection:* 
"Have I considered all possible influences? Are there any surprising factors that could explain this shift?"

*Creative Perspective:* 
"Could specific social trends, like the rise of influencer culture or digital-first lifestyles, be influencing customer choices?"

**2.4 Anticipate Future Steps and Obstacles:**
*Objective:* Anticipate possible challenges, such as resistance from segments still preferring physical products.

*Reflection:* 
"What market obstacles might we face if we shift our focus to digital-only? Are there sub-segments that still prioritize physical products?"

*Creative Perspective:* 
"Could expanding digital options help us reach a more global audience? Are there emerging trends that we could leverage in our strategy?"

[end sys2]

[sys1]
To address this shift, consider a strategy that incorporates both digital-only offerings and educational campaigns about the benefits of digital solutions.
Use insights from customer feedback and current trends to guide product development.
Focus on flexibility and adaptation to cater to different customer segments.
[end sys1]


1. Introduction {#sec0005}
===============

Nanotechnology, a magic formula to influence every dimension of science, economy and all walks of life, which includes design, synthesis and manipulation of nanosized materials for range of applications such as in biology and medicine. Nanoparticles are considered as important in past decades and currently used in various applications such as catalytic activity, water purification, chemical and biological sensors, wireless electronic logic and memory schemes [@bib0005], [@bib0010], [@bib0015]. Recently biomimetic nanoparticles have been recognised as important nanomaterial for its broad spectrum of antimicrobial and anticancer activities. Metallic nanoparticles such as silver, gold and platinum have been used in the sector of bioelectronics, medicine and pharmaceuticals [@bib0020], [@bib0025]. Biological synthesis of nanoparticles is an emerging technical tool to address eco-friendly, cost effective, energy efficient and reliable production method of metal nanoparticles [@bib0030]. Among these silver nanoparticles (AgNPs) are one of the most widely used commercial and significance interest in recent decades based on the size, shape and their applications are classified [@bib0010], [@bib0025], [@bib0035]. The application of the nanoparticles have been applied in a wide variety of fields medicinal field, drug delivery, antibacterial properties such as anticancer, anticoagulant, anti-inflammatory and wound dressing [@bib0015], [@bib0040]. Biomimetic synthesis is a basic mechanism could help human to recognize the wonderful nanofactory found in living organism, primary and secondary metabolites richly available in plant and microbes in point of fact acts as reducing and stabilizing agents [@bib0045]. Plants, bacteria, fungi, yeast and algae have been extensively used to synthesise Ag, Au, Pd, Pt and Se nanoparticles and they have been used as antimicrobial, anticancer, larvicidal and anthelmintic agents recently [@bib0010], [@bib0050]. Chemical synthesis of metal nanoparticles requires reducing and capping agents customarily some surfactants. However, biological synthesis requires only extract, which is having reducing agent, capping agent, energy and everything required for the synthesis [@bib0050].

Seaweed is a class of marine algae reported to produce numerous bioactive principles with broad spectrum of biological activities. Antimicrobial, antiviral, antioxidant, antibiotic, anti-neoplastic, antifouling, anti-inflammatory, cytotoxic and antimitotic activities have been detected in brown, red and green algae. Therefore, marine algae can also be utilized effectively to synthesise inorganic nanoparticles [@bib0055], [@bib0060], [@bib0065]. Literatures witnesses *Enteromorpha compressa* has not been employed much to synthesise metal nanoparticles hitherto. Thus, present study was aimed to investigate the biosynthesis of AgNPs using the aqueous extract of seaweed *E. compressa* and characterize their biomedical activities.

2. Materials and methods {#sec0010}
========================

2.1. Collection of seaweed {#sec0015}
--------------------------

The green seaweed, *Enteromorpha compressa* (Linnaeus), was collected from Pudumadam coastal region, Tamil Nadu (Lat 9°27′ N; Long 79°99′ E, Southeast coast of India) and transported to the laboratory in an ice box. Seaweed was washed thoroughly to remove adhesive particles and dust with running tap water followed by using distilled water and then they were dried for 3--4 days under shade. The dried materials were ground to fine powder using mixer grinder.

2.2. Preparation aqueous extract and synthesis of AgNPs {#sec0020}
-------------------------------------------------------

Seaweed powder of *E. compressa* (2 g) was boiled with 100 mL of sterilized Milli Q water for 10--15 min and filtered through Whatman No. 1 filter paper. The filtrate was treated with 90 mL aqueous solution of AgNO~3~ (1 mM) and incubated at room temperature for 1 h and color change in the reaction solution was noted by visual observation.

2.3. Characterization of AgNPs {#sec0025}
------------------------------

Surface plasmon resonance (SPR) absorption bands were measured using a UV--vis spectrophotometer (UV-1800 Shimadzu, Japan) operated at a resolution of 1 nm, between 200 and 800 nm. The crystal structure of AgNPs were characterized by X-ray Diffraction (XRD) pattern using X^'^ Pert PRO Analytical X-ray diffractometer with X^'^ Pert High Score Plus Software operating at a voltage of 45 kV and current of 40 mA with Cu Kα radiation. The Fourier Transform Infrared (FT-IR-Nicolet Thermo spectrophotometer iS5, USA) spectra of seaweed extract and synthesized AgNPs colloidal solutions were analyzed in the range between 4000 and 400 cm^−1^ with a resolution of 4 cm^−1^ to arrive at the possible functional groups responsible for reduction and capping behaviour of bio-molecules present in the seaweed extracts. A drop of colloidal AgNPs coated on a copper plate and dried in a hot air oven and examined under Field Emission Scanning Electron Microscopy (FESEM) (Carl Zeiss, Germany) equipped with Energy Dispersive X-ray spectroscopy (EDX-JEOL, JSM-5610) analysis. The morphology and size of the nanoparticles were further authenticated by the HRTEM image. A drop of AgNPs were coated on carbon layered copper grids of 200 mesh size and dried for 5 min prior observation in a High Resolution Transmission Electron Microscope (HRTEM) (JEOL JEM 2100 HRTEM) operated at the accelerating voltage of 200 kV. The selected area electron diffraction (SAED) pattern was also recorded.

2.4. Antimicrobial assay {#sec0030}
------------------------

Antimicrobial activity of the synthesized AgNPs was evaluated against five human bacterial pathogens (*Escherichia coli*, *Klebsiella pneumonia*e, *Pseudomonas* sp., *Staphylococcus aureus* and *Salmonella paratyphi*) and fungal pathogens (*Aspergillus flavus*, *A*. *niger, A*. *ochraceus*, *A. terreus* and *Fusarium moniliforme)* using the agar well diffusion method [@bib0065]. The test organisms with the inoculums size of 10^8^ cells mL^−1^ for bacteria and 10^5^ cells mL^−1^ for fungal spores were streaked on the surface of the media using sterile cotton swab. Mueller-Hinton Agar and Potato Dextrose Agar (HiMedia, India) were used for bacteria and fungi respectively. The wells were loaded with 100 μL concentration of colloidal AgNPs. The sterilized distilled water was used as a negative control and the plates were incubated at 37 °C for 24 h for bacteria and at 30 °C for 48 to 96 h for fungi. The zone of inhibition was measured and expressed in mm. All the assays were performed in triplicate.

2.5. Cancer cell lines and culture conditions {#sec0035}
---------------------------------------------

Ehlrich Ascites Carcinoma (EAC) cell lines were obtained from the National Centre for Cell Science (NCCS), Pune, India and supplemented with RPMI medium for culture maintenance. EAC cells were treated with different concentrations of AgNPs (0--200 μg mL^−1^ for 24 h at 37 °C and 50% of Inhibitory Concentration was used for the Cytomorphological observation. After completion of the exposure period, the cells (control and exposed) were washed with PBS and fixed in 1:1 ratio of methanol and glacial acetic acid for 1 h at room temperature. Then, the cells were treated with ethidium bromide/acridine orange at 1:1 ratio. Stained cells were visualized under UV illumination using 40 × objectives (Nikon, fluorescence microscope) and their digitized images were analyzed for apoptotic morphology.

2.6. Statistical analysis {#sec0040}
-------------------------

All data were expressed as mean ± standard deviations (SD) were presented. One-way analysis of variance (ANOVA; P \< 0.05) was performed and the significance of each mean value was determined with the Duncan's multiple range tests using the SPSS statistical analysis computer program (SPSS Inc., Chicago, IL, USA).

3. Results and discussion {#sec0045}
=========================

3.1. UV--vis spectrum of AgNPs {#sec0050}
------------------------------

The Surface Plasmon Resonance vibration observed at 421 nm for the confirmation of AgNPs synthesis ([Fig. 1](#fig0005){ref-type="fig"}). After the addition of aqueous extract of *E. compressa,* the colourless silver nitrate solution was changed to characteristic reddish brown color provided a convenient excitation of SPR vibrations, which indicates the formation of AgNPs. Several other researchers have also reported the absorption of Ag NPs between 410 and 440 nm, which was assigned to SPR of AgNPs [@bib0070].Fig. 1UV--vis spectrum of AgNPs synthesized using aqueous extract of seaweed *E. *compressa.**Fig. 1

3.2. XRD pattern of AgNPs {#sec0055}
-------------------------

Furthermore, the XRD patterns of synthesized AgNPs was characterized by four distinct diffraction peaks at 38.1, 44.2, 64.4 and 77.1, which indexed the planes (111), (200), (220) and (311) of the face centered cubic silver ([Fig. 2](#fig0010){ref-type="fig"}). A number of Bragg's reflections corresponding to the lattice planes were observed which may be indexed based on the face centered cubic structures of Ag matched with the database of JCPDS. The standard XRD pattern of Ag was similar with JCPDS No. 65--2871. The XRD result was clearly shown that the silver NPs formed by the reduction of Ag^+^ ions by seaweed extract were crystalline in nature.Fig. 2XRD pattern of AgNPs synthesized using aqueous extract of seaweed *E. compressa.*Fig. 2

3.3. FT-IR analysis of aqueous extract of E. compressa and synthesized AgNPs {#sec0060}
----------------------------------------------------------------------------

The FT-IR spectra of aqueous extract of seaweed *E. compressa* revealed the presence of different functional groups. The transmission peaks observed at 3443.52 and 1634.20 cm^−1^ represents O---H and C000000000000 000000000000 000000000000 111111111111 000000000000 111111111111 000000000000 000000000000 000000000000O stretching modes for the hydroxyl group and stretching bands of the carboxylic acid group respectively. Likewise, another band at 1021.46 cm^−1^ could be assigned the C---OH vibrations of the primary strong alcohol groups. When all the three transmission peaks were compared, the suppressed/increased peaks in the AgNPs were due to the consequence of metal nanoparticles bound to bioorganic molecules ([Fig. 3](#fig0015){ref-type="fig"}). Thus, FT-IR spectra evidenced the presence of different functional groups played a significant role in the formation of AgNPs and its stability [@bib0075], [@bib0080].Fig. 3FTIR spectra of aqueous extract of seaweed *E. compressa* (a) and AgNPs synthesized using aqueous extract of seaweed *E. compressa* (b).Fig. 3

3.4. HRTEM analysis of synthesized AgNPs {#sec0065}
----------------------------------------

HRTEM provided further insight in the morphology and size details of the AgNPs. The AgNPs were spherical in shape, well separated and no agglomeration was noticed ([Fig. 4](#fig0020){ref-type="fig"}a--c). The particles were formed in different sizes, ranging from 4 to 24 nm in size ([Fig. 4](#fig0020){ref-type="fig"}d). These results were in agreement with the shape of the SPR vibrations ([Fig. 1](#fig0005){ref-type="fig"}). The HRTEM investigation indicate good crystalline structure of the synthesized NPs and the distance of 0.23 nm between lattice planes was in agreement with the (111) lattice of face-centered cubic Ag [@bib0085], [@bib0090]. Crystalline structure of the NPs was further evidenced by the SAED pattern (Inset [Fig. 4](#fig0020){ref-type="fig"}b) with bright circular rings corresponding to (111), (200), (220) and (311) Bragg's reflection planes [@bib0065], [@bib0095].Fig. 4HRTEM images shows different magnifications of AgNPs (a--c); (Inset (b) shows SAED pattern of AgNPs); and histogram of AgNPs (d).Fig. 4

3.5. EDX analysis of synthesized AgNPs {#sec0070}
--------------------------------------

Quantitative and qualitative determination of Ag through EDX analysis revealed the highest proportion of elemental Ag signals ([Fig. 5](#fig0025){ref-type="fig"}). Minor peaks of the carbon, copper and others were observed which confirmed the existence of the biomolecules of *E. compressa* on the surface of synthesized AgNPs. However, the peak of copper was used for coating the sample.Fig. 5EDX spectroscopy of AgNPs synthesized using aqueous extract of seaweed *E. *compressa*.*Fig. 5

3.6. Antimicrobial activity of AgNPs {#sec0075}
------------------------------------

The AgNPs exhibited good antimicrobial property against the pathogenic bacterial and fungal strains ([Table 1](#tbl0005){ref-type="table"}). The zone of inhibition against bacterial and fungal strains was ranged between 10.5 ± 0.42 mm and 12.0 ± 0.41 mm and 9.2 ± 0.47 and 10.2 ± 0.47 mm respectively. The maximum zone of inhibition was registered against the bacterium *E. coli*, followed by *K. pnemoniae \> P. aeruginosa \> S. aureus \> S. paratyphi* whereas in fungi *A. niger* registered maximum zone of inhibition followed by *A. flavus*, *A. ochraceus*, *F. moniliforme* and *A. terreus*. The AgNPs significantly inhibited the growth of bacteria and fungi at the selected concentration. Silver nanoparticles may attach to the surface of the cell wall and disturb the permeability and respiration. It is logical to state that the binding of the particles to the bacteria and fungi depends on the surface area available for electrostatic interaction [@bib0100]. Smaller particles having the larger surface area available for interaction will give more antimicrobial effect than the bulk counterparts [@bib0105]. Similarly, Patel et al. [@bib0095] reported that three cyanobacteria and one microalga mediated AgNPs were effectively inhibit the different bacterial strains. In the present study, the biosynthesized AgNPs showed potential antimicrobial activity with various bacterial and fungal pathogens which could be further used as a potential antimicrobial agents.Table 1Antimicrobial potential of AgNPs synthesized using aqueous extract of seaweed *E. compressa* against different human pathogenic bacterial and fungal strains.Table 1BacteriaZone of inhibition (mm)FungiZone of\
inhibition (mm)*Escherichia coli*12.0 ± 0.41*Aspergillus terreus*9.2 ± 0.47*Pseudomonas aeruginosa*11.4 ± 0.82*Aspergillus flavus*10.0 ± 0.82*Klebsiella pneumoniae*11.5 ± 0.62*Aspergillus ochraceus*9.5 ± 0.14*Stapylococcus aureus*11.1 ± 0.47*Aspergillus niger*10.2 ± 0.47*Salmonella paratyphi*10.5 ± 0.42*Fusarium moniliforme*9.4 ± 0.84[^1]

3.7. Cytotoxicity of AgNPs on EAC cells {#sec0080}
---------------------------------------

An IC~50~ value of AgNPs was recorded at 95.35 μg mL^−1^. The inhibitory effect was found to be directly proportional to the increasing concentration of AgNPs. The present study suggests that the seaweeds mediated AgNPs was effective in controlling the growth of EAC cells by activating the mitochondrian dependent apoptotic program. Most recently, cytotoxic effect of AgNPs synthesized using various plants sources on HeLa cell lines (*Melia azedarach*), human cervical carcinoma cell lines (*Podophyllum hexandrum*) and human colon cancer cell lines HCT15 (*Vitex negundo*) were reported by various authors [@bib0110], [@bib0115], [@bib0120]. Furthermore, Cytomorphology observations of treated cells showed distinct cellular morphological changes representing unhealthy cells, whereas control cells were irregular convergent aggregates with rounded and polygonal cells ([Fig. 6](#fig0030){ref-type="fig"}a and b). This is due to the disruption of the cellular composition by surface interactions of nanoparticles on cells. The present study is coherent with the earlier report of AgNPs synthesized using the aqueous extract of *Cassia fistula* flower and their apoptosis was evaluated by AO/EB fluorescence staining showed effective cytotoxic potential against MCF7 cells at 7.19 mg mL^−1^ (IC~50~) [@bib0125]. To the best of our knowledge, the potential effect of AgNPs synthesized using the aqueous extract of seaweed *E. compressa* on EAC cells has been investigated for the first time in this study and further detailed investigation is necessary to evaluate the application of AgNPs in cancer therapy.Fig. 6Cytotoxicity of AgNPs on Ehlrich Ascites Carcinoma cells. Control (a) and effect of synthesized AgNPs on Ehlrich Ascites Carcinoma cells (b).Fig. 6

4. Conclusion {#sec0085}
=============

The aqueous extract of seaweed *E. compressa* was prepared and conveniently employed for eco-friendly and single-pot biosynthesis of AgNPs. The diversified functional groups present in the seaweed extract are responsible for the reduction of Ag metal ions. Spherical shaped AgNPs were observed through HRTEM analysis, it ranged from 4 to 24 nm and the average size was 14 nm. The results clearly indicated that synthesized AgNPs had effective inhibition against different bacterial and fungal pathogenic strains. The synthesized AgNPs showed *in vitro* cytotoxic activity against Ehlrich Ascites Carcinoma cells. Furthermore, *in vivo* investigations are necessary to understand the complete action of seaweed-mediated AgNPs and to evaluate its potential applications in biomedical field.

Conflict of interest {#sec0090}
====================

The authors declare that there is no conflict of interest.

The first author (VSR) thank to University Grants Commission, New Delhi, India for the financial support through Dr. D.S. Kothari Post-Doctoral Fellowship Scheme (No. F.4-2/2006 (BSR)/BL/13-14/0312, Dt.: 19th-May-2014).

[^1]: Results are the mean values of three independent experiments and SDs are shown. All the values are statistically significant (P \< 0.001).