{"id":"W2954681840","doi":"10.1039/c9py00690g","title":"Controlling biofilm formation with nitroxide functional surfaces","year":2019,"lang":"en","type":"article","venue":"Polymer Chemistry","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity; Vancouver Biotech (Canada); University of British Columbia","funders":"University of British Columbia; Bundesministerium für Wirtschaft und Technologie; Queensland University of Technology; Australian Research Council; Karlsruhe Institute of Technology","keywords":"Biofilm; Nitroxide mediated radical polymerization; Polymer; Chemistry; Contamination; Nanotechnology; Chemical engineering; Materials science; Organic chemistry; Bacteria; Biology; Ecology; Radical polymerization; Polymerization; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001662081,0.0004699169,0.0001760564,0.0001251727,0.0001377992,0.0002857186,0.0003248781,0.0003667359,0.0007498672],"category_scores_gemma":[0.0002482968,0.000230004,0.0001400723,0.00009172138,0.0001897281,0.000270349,0.000289631,0.0004759852,0.0001862647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001704985,"about_ca_system_score_gemma":0.0001631427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002832678,"about_ca_topic_score_gemma":0.0006343679,"domain_scores_codex":[0.9998765,0.00001665761,0.000005288362,0.0000272942,0.00004598814,0.00002823305],"domain_scores_gemma":[0.9998616,0.00003743942,0.00004645466,0.00001194371,0.00002462456,0.00001779547],"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":[0.000009713151,0.000007068112,0.00001849171,0.00001717621,9.548114e-7,0.000008308891,0.000007563376,0.0000331328,0.9992694,0.00006425205,0.00001803258,0.0005458794],"study_design_scores_gemma":[0.000003600305,0.000095795,0.0002859561,0.000002747004,0.000002251325,0.0000193313,0.000007026852,0.0008080372,0.9980989,0.00002169916,0.0006521157,0.000002552891],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850306,0.001431616,0.01045304,0.0001369034,0.00006365689,0.00004759391,0.00007057461,0.0001080236,0.002658032],"genre_scores_gemma":[0.98682,0.001394039,0.009411875,0.00006187693,0.00001531675,0.00004341902,0.00007546573,0.0000302435,0.002147676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007498672,"threshold_uncertainty_score":0.002508521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007588834497282495,"score_gpt":0.1884617081261395,"score_spread":0.180872873628857,"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."}}