{"id":"W4281830901","doi":"10.32920/19911589.v1","title":"Phosphonium Containing UV-Curable Antimicrobials for the Coating and Fabrication of Common Touch Plastics","year":2022,"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":"Biocide; Biofilm; Antimicrobial; Materials science; Biofouling; Coating; Phosphonium; Alkyl; Polypropylene; Aryl; Nanotechnology; Chemical engineering; Bacteria; Chemistry; Composite material; Organic chemistry; Polymer chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001827463,0.0001969503,0.0003450135,0.0000233866,0.000436776,0.00007905105,0.0003874757,0.0001415004,0.0008962335],"category_scores_gemma":[0.00008319934,0.0001608907,0.0001063086,0.00006109758,0.0000957283,0.00002622201,0.0007299205,0.0003505005,0.000001244121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005302556,"about_ca_system_score_gemma":0.00008562518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006339632,"about_ca_topic_score_gemma":0.00002857442,"domain_scores_codex":[0.9988458,0.00001256768,0.0004869524,0.0003513501,0.0001111533,0.0001922205],"domain_scores_gemma":[0.9981463,0.0006964244,0.0005445698,0.0004438403,0.0001363004,0.00003254219],"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":[0.0002332586,0.0006189558,0.006423012,0.003726367,0.0006773624,0.000001152908,0.002330642,0.01921264,0.8912943,0.01613864,0.04357123,0.01577241],"study_design_scores_gemma":[0.001021583,0.00006119216,0.0003542982,0.0003489018,0.0005005042,0.000007298486,0.003126702,0.0268911,0.9138241,0.001052951,0.0521115,0.0006998444],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8510278,0.001168995,0.1122701,0.002439029,0.0007452925,0.00265664,0.00385149,0.0002987514,0.02554188],"genre_scores_gemma":[0.9922481,0.0003676945,0.004273488,0.0001485949,0.0001031308,0.000239879,0.0005395993,0.00003584233,0.00204373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1412202,"threshold_uncertainty_score":0.9813129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0294897881480291,"score_gpt":0.2823548662710112,"score_spread":0.2528650781229821,"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."}}