{"id":"W4250694394","doi":"10.32920/ryerson.14647803.v1","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; Benzophenone; Sulfonamide; Combinatorial chemistry; Bacteria; Stereochemistry; Homologous series; Polymer chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000272774,0.0003039012,0.0002733435,0.00006707838,0.0003220915,0.0002547069,0.0001725808,0.000421438,0.0008648286],"category_scores_gemma":[0.00006889846,0.0003273102,0.0001108858,0.000100856,0.0000851603,0.0001082359,0.0005253456,0.0003853787,0.00001537673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001527061,"about_ca_system_score_gemma":0.0002793837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00029487,"about_ca_topic_score_gemma":0.0001086835,"domain_scores_codex":[0.9980779,0.00001768089,0.0004825007,0.000847777,0.0003511679,0.0002229878],"domain_scores_gemma":[0.9982408,0.00005131637,0.0003630861,0.0005121081,0.0007520277,0.00008060807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009904355,0.0002341814,0.0001515604,0.0002644868,0.00003986856,2.969311e-7,0.0001710445,0.001270518,0.980626,0.0008327765,0.001390776,0.01500851],"study_design_scores_gemma":[0.003419089,0.00001273898,0.005490485,0.0005559875,0.001021973,0.0001195884,0.0008515794,0.5568998,0.4221164,0.001615492,0.005670054,0.002226796],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4382741,0.00008447492,0.5463981,0.000982907,0.0001938153,0.0007234608,0.0002159921,0.000201492,0.01292564],"genre_scores_gemma":[0.9835309,0.00005778694,0.00921688,0.0003188455,0.0003639641,0.0004700165,0.004838008,0.00004087833,0.001162686],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5585097,"threshold_uncertainty_score":0.9999179,"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."}}