{"id":"W4220657347","doi":"10.1016/j.colsurfb.2022.112487","title":"Water-soluble anionic polychloramide biocides based on maleic anhydride copolymers","year":2022,"lang":"en","type":"article","venue":"Colloids and Surfaces B Biointerfaces","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Suncor Energy (Canada); McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Suncor Energy Incorporated","keywords":"Maleic anhydride; Copolymer; Chemistry; Hydrolysis; Polymer chemistry; Polyamide; Chlorine; Cellulose; Monomer; Polymer; Biocide; Organic chemistry; Nuclear chemistry","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":[0.0002304402,0.0004838973,0.0002023219,0.0002132433,0.0001163678,0.000324797,0.0001835865,0.0002679599,0.000995542],"category_scores_gemma":[0.000236077,0.0001901033,0.0001429816,0.0001698797,0.0001853563,0.0003053547,0.0002180609,0.0002661234,0.0003656531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002704928,"about_ca_system_score_gemma":0.0001696033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003196464,"about_ca_topic_score_gemma":0.0006263434,"domain_scores_codex":[0.9998105,0.00003297421,0.00001251714,0.0000282088,0.00005789787,0.00005791084],"domain_scores_gemma":[0.9998606,0.00003022153,0.00004646232,0.000009234432,0.00002344796,0.00002996113],"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":[0.00007187913,0.000008939869,0.00004437908,0.0000307135,0.000002577539,0.00002744814,0.000007321134,0.00006254778,0.9984762,0.0001547208,0.00002043291,0.001092836],"study_design_scores_gemma":[0.000008267862,0.00009451055,0.0003528289,0.000002735557,0.000004896664,0.00002628699,0.000003374565,0.0003340891,0.9985086,0.00001331154,0.0006488728,0.000002235191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901238,0.001646916,0.003467277,0.00005545564,0.00003941213,0.00004094673,0.00004776915,0.00008987862,0.004488612],"genre_scores_gemma":[0.9954202,0.0007058326,0.001623294,0.00003566839,0.00001379649,0.00001793254,0.00004668253,0.00001408027,0.002122581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000995542,"threshold_uncertainty_score":0.00333041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009938796054700405,"score_gpt":0.2192907246172533,"score_spread":0.2093519285625529,"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."}}