{"id":"W4402134406","doi":"10.3390/polym16172500","title":"Magnetic Silver Nanoparticles Stabilized by Superhydrophilic Polymer Brushes with Exceptional Kinetics and Catalysis","year":2024,"lang":"en","type":"article","venue":"Polymers","topic":"Nanomaterials for catalytic reactions","field":"Chemistry","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; Malaviya National Institute of Technology, Jaipur; University of Saskatchewan","keywords":"Nanomaterial-based catalyst; Catalysis; Methyl orange; Kinetics; Polymer; Nanoparticle; Materials science; Chemical engineering; Methyl red; Dispersity; Chemistry; Polymer chemistry; Nanotechnology; Organic chemistry; Photocatalysis","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":[0.0002006765,0.0003557337,0.000235158,0.0002530087,0.0001187754,0.0003668572,0.0002639724,0.0004217178,0.0005637597],"category_scores_gemma":[0.0002569305,0.0002257624,0.0002438935,0.0001481215,0.0002054893,0.0003387624,0.0003545377,0.0004055658,0.0004077371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002100765,"about_ca_system_score_gemma":0.0001083864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001959796,"about_ca_topic_score_gemma":0.000433208,"domain_scores_codex":[0.9997858,0.00002176195,0.00001845833,0.00004588939,0.00008542791,0.00004264707],"domain_scores_gemma":[0.9998851,0.00001508383,0.00003747781,0.00001403888,0.00002716319,0.00002119733],"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":[0.00001671599,0.000008729048,0.00004234141,0.00002738202,0.000002964597,0.00001990233,0.000007145099,0.00007580634,0.9980783,0.00007135773,0.0000217738,0.001627561],"study_design_scores_gemma":[0.000005232228,0.00006317586,0.0002863806,0.000001517296,0.000005166712,0.00005781205,0.000003705107,0.001206962,0.9974759,0.0000250318,0.0008655948,0.000003527863],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979454,0.002852067,0.01447426,0.0001310972,0.0000537878,0.00003595973,0.00006561697,0.0002751506,0.002657984],"genre_scores_gemma":[0.9904349,0.0008335971,0.00611132,0.00004025388,0.00002259341,0.00002799591,0.00008808351,0.00003795651,0.002403256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005637597,"threshold_uncertainty_score":0.00188601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006009561254716263,"score_gpt":0.2077441973690581,"score_spread":0.2017346361143418,"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."}}