{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00002713513,0.0003624482,0.0003746172,0.000007805475,0.000232224,0.0001234511,0.0001589715,0.0001916143,0.00008387461],"category_scores_gemma":[0.00001593347,0.0003441889,0.0000628838,0.0002027428,0.0002439164,0.0001932363,0.0001455252,0.0002707039,0.000001120044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004890071,"about_ca_system_score_gemma":0.0001303737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000131207,"about_ca_topic_score_gemma":0.00000286922,"domain_scores_codex":[0.9987484,0.0000127785,0.0001798682,0.0005574158,0.0001745278,0.0003269904],"domain_scores_gemma":[0.9991159,0.0000581107,0.0001340881,0.0005133671,0.00005064052,0.0001278293],"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":[0.0001790416,0.00009636179,0.0007732453,0.0005806278,0.0002678676,0.00003884546,0.00007970083,0.00002810011,0.9972553,0.00004177172,0.00003162117,0.0006274938],"study_design_scores_gemma":[0.0008107087,0.00001345661,0.0002866012,0.0001058875,0.0002374535,0.00010565,0.00007629312,0.0003199114,0.9970211,0.000370524,0.0003033176,0.0003491427],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943924,0.0001004023,0.0001757672,0.00009492361,0.00003492891,0.0001064253,0.0004413296,0.00008515067,0.004568678],"genre_scores_gemma":[0.9981165,0.0000152491,0.000272786,0.0000335928,0.00006302528,0.00000694994,0.0004522307,0.00003533014,0.00100435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003724092,"threshold_uncertainty_score":0.999901,"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."}}