{"id":"W4308739460","doi":"10.1016/j.mtcomm.2022.104885","title":"Tunable functionalization of poly(ethylene terephthalate) with short-chained quaternary ammonium salt and N-chloramine to enhance conversion of N-H to N-Cl and the antibacterial activity of the resulting N-Cl","year":2022,"lang":"en","type":"article","venue":"Materials Today Communications","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Chloramine; Chlorine; Bleach; Hydantoin; Ammonium; Materials science; Chloramine-T; Nuclear chemistry; Organic chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003882039,0.0001141655,0.0002598058,0.0000390678,0.0004215281,0.00002400099,0.0004769611,0.00003573362,0.0001630487],"category_scores_gemma":[0.00004398612,0.00007921636,0.00002916534,0.0001990355,0.0002659311,0.00006082092,0.001085386,0.00008123762,5.49203e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002611449,"about_ca_system_score_gemma":0.00003739188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001079223,"about_ca_topic_score_gemma":0.00003214095,"domain_scores_codex":[0.9990007,0.0001571237,0.0003877906,0.0001845253,0.0001600039,0.0001098686],"domain_scores_gemma":[0.9984013,0.0001517722,0.0003342848,0.0009624659,0.0001156213,0.00003453673],"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":[0.0007719379,0.0001240371,0.0009745069,0.00008526231,0.00003457564,8.028191e-8,0.0007270743,0.00005710698,0.996542,0.0003971432,0.00004945799,0.0002368244],"study_design_scores_gemma":[0.0004121661,0.00004791982,0.003565513,0.00008099519,0.0000462648,0.000005823555,0.0002272901,0.00009201069,0.9943326,0.00003867284,0.001062275,0.00008854354],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958441,0.00005604262,0.0003962677,0.002591041,0.00005325016,0.0003813035,0.000436167,0.00001337118,0.0002285045],"genre_scores_gemma":[0.9986266,0.00007352397,0.0007293476,0.00005908401,0.00002078307,0.00007493304,0.00008977357,0.00001604804,0.0003098988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002782555,"threshold_uncertainty_score":0.3242096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140927212028095,"score_gpt":0.2537812250262602,"score_spread":0.2396885038234507,"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."}}