{"id":"W4230508477","doi":"10.32920/ryerson.14647803","title":"Novel modified QAC antimicrobial coatings: application, evaluation and functional determination","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Alkyl; Antimicrobial; Ammonium; Anchoring; Aryl; Chemistry; Sulfonamide; Benzophenone; Homologous series; Bacteria; Stereochemistry; Combinatorial chemistry; Polymer chemistry; Materials science; Organic chemistry; Biology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003632802,0.0004195423,0.000292953,0.0003264722,0.0001437615,0.000323874,0.0003403456,0.00059031,0.0005364241],"category_scores_gemma":[0.0003629561,0.0001596102,0.0001782502,0.0001696,0.0002305861,0.0001934642,0.0001529024,0.0003319833,0.000207911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003722656,"about_ca_system_score_gemma":0.0001814496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007195614,"about_ca_topic_score_gemma":0.0007523212,"domain_scores_codex":[0.9997355,0.00003824109,0.00001675167,0.00005725163,0.0001165774,0.00003564095],"domain_scores_gemma":[0.9997992,0.00003179011,0.00003449704,0.00002265534,0.00008695173,0.00002492535],"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":[0.00002078904,0.000009999835,0.00005341865,0.00002993519,0.000001455611,0.000008229837,0.00000486824,0.00003665072,0.9984347,0.00001843655,0.000008744573,0.001372749],"study_design_scores_gemma":[0.00000251275,0.0001170258,0.000402964,0.000001785001,0.00000387235,0.00004503687,0.000002830971,0.0003482026,0.9984754,0.000003993573,0.0005941252,0.000002156704],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776428,0.005910036,0.01410882,0.00007140604,0.00005763071,0.0001580652,0.0002431143,0.000141747,0.001666448],"genre_scores_gemma":[0.9678343,0.002278242,0.02703067,0.0000550855,0.00002170692,0.00005935669,0.0002571555,0.00002833142,0.002435083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007195614,"threshold_uncertainty_score":0.002700925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702758969761571,"score_gpt":0.2833504439501994,"score_spread":0.2463228542525837,"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."}}