{"id":"W4414558188","doi":"10.1002/macp.202500335","title":"Redox Active Polyaniline‐Chitosan Supported Nano Silver Composites with Tunable Surface Structure and Catalytic Activity","year":2025,"lang":"en","type":"article","venue":"Macromolecular Chemistry and Physics","topic":"Nanomaterials for catalytic reactions","field":"Chemistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Canada; Indian Institute of Technology Gandhinagar; University of Saskatchewan","keywords":"Catalysis; Adsorption; Redox; Monolayer; Nanocomposite; Methylene blue; Chitosan; Yield (engineering)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001033942,0.0003319903,0.0001208067,0.000174707,0.00009769379,0.0003039991,0.0002670369,0.000283866,0.0006803056],"category_scores_gemma":[0.0001919885,0.0001740937,0.0001833316,0.0001279356,0.0002269708,0.0002554218,0.0001414182,0.0002832065,0.0001967491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003901772,"about_ca_system_score_gemma":0.0001405369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007449751,"about_ca_topic_score_gemma":0.001825224,"domain_scores_codex":[0.999904,0.000007133172,0.00000607638,0.00002565865,0.00004011076,0.00001697199],"domain_scores_gemma":[0.9999036,0.00001863899,0.00002901306,0.000009862218,0.00002377893,0.00001529182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001695091,0.000006353627,0.00003004997,0.00001569086,0.000001615633,0.00001335922,0.000005036021,0.00008816962,0.9991014,0.00005025023,0.00001793433,0.0006532745],"study_design_scores_gemma":[0.000005036823,0.00003347033,0.0003930136,9.559355e-7,0.000003893852,0.00003165904,0.000004022459,0.001499408,0.9976961,0.00001684138,0.000312666,0.000002936502],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913703,0.0006854631,0.005226795,0.00007746058,0.00002581427,0.00001838193,0.00007915448,0.0001872251,0.002329449],"genre_scores_gemma":[0.9951224,0.000148391,0.003257319,0.0000204079,0.000005386089,0.00001053157,0.00005312331,0.00002014173,0.001362486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007449751,"threshold_uncertainty_score":0.002830923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003105749074001976,"score_gpt":0.2049920293432939,"score_spread":0.2018862802692919,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}