{"id":"W4389539706","doi":"10.1021/acs.biomac.3c01109","title":"Low Molecular Weight Shuttle Molecules Enhance Polychloramide Antimicrobial Activity","year":2023,"lang":"en","type":"article","venue":"Biomacromolecules","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada); McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Suncor Energy Incorporated","keywords":"Chemistry; Succinimide; Polymer; Polymer chemistry; Moiety; Maleic anhydride; Monomer; Hydroxymethyl; Antimicrobial; Organic chemistry; Aqueous solution; Copolymer","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008197674,0.0003750465,0.000301584,0.000131821,0.0002949313,0.0001276696,0.0005578346,0.0002123511,0.0005005396],"category_scores_gemma":[0.00003163404,0.0003800963,0.0002459997,0.0006697624,0.0002373493,0.0001142189,0.000282461,0.0001853647,0.001492986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005532226,"about_ca_system_score_gemma":0.00007223092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009685542,"about_ca_topic_score_gemma":0.0000116923,"domain_scores_codex":[0.9979906,0.00002717238,0.0003048292,0.0007246397,0.0002682616,0.0006845045],"domain_scores_gemma":[0.9988855,0.00003968008,0.0001548113,0.0006737071,0.00006970794,0.000176647],"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":[0.00003129424,0.000202472,0.00005203435,0.00009264174,0.00006731143,0.0001632839,0.00004333877,0.00001939978,0.9849409,0.0007777037,0.007577141,0.006032461],"study_design_scores_gemma":[0.0003302345,0.00001081497,0.0002771474,0.00007658276,0.00003145598,0.00002224004,0.00001379193,0.0003140846,0.9874591,0.0002146534,0.01078897,0.000460969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863932,0.00006746866,0.004630302,0.001225981,0.0001454345,0.0001461599,0.0003034443,0.000707982,0.006380061],"genre_scores_gemma":[0.9959773,0.0001210409,0.0008079605,0.0002939061,0.0001554082,0.00005226765,0.0002539645,0.00009085007,0.00224729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009584146,"threshold_uncertainty_score":0.9998651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007951885604360933,"score_gpt":0.2510299633415178,"score_spread":0.2430780777371569,"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."}}