{"id":"W2317868866","doi":"10.1021/la200102z","title":"Bacterial Capture Efficiency and Antimicrobial Activity of Phage-Functionalized Model Surfaces","year":2011,"lang":"en","type":"article","venue":"Langmuir","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"University of Waterloo; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; McGill University","keywords":"Antimicrobial; Bacteriophage; Bacteria; Escherichia coli; Salmonella; Biofilm; Chemistry; Microbiology; Membrane; Biophysics; Nanotechnology; Materials science; Biology; Biochemistry; Gene","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005577531,0.0000954594,0.0001256596,0.00001753251,0.00007870069,0.00001162858,0.00008696094,0.00006010854,0.004283067],"category_scores_gemma":[0.000005297896,0.00008189327,0.00004362651,0.00006673348,0.0001400366,0.0002003217,0.0000973617,0.00007479617,0.00005409796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002096607,"about_ca_system_score_gemma":0.000006095704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001282608,"about_ca_topic_score_gemma":0.0001533222,"domain_scores_codex":[0.9994932,0.00002290042,0.0001043777,0.0001805544,0.00006300201,0.0001359842],"domain_scores_gemma":[0.9997756,0.0000100195,0.00006977109,0.00009990887,0.00000724414,0.00003739273],"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":[0.00008627132,0.0001217359,0.0005260064,0.000007860137,0.00000830446,0.000001440397,0.0008288811,0.00007789826,0.9965411,0.00002457324,0.001131359,0.0006445563],"study_design_scores_gemma":[0.001805111,0.0001465605,0.4564589,0.00003201271,0.00009938129,0.00007849558,0.00008765537,0.006305493,0.5257735,0.000146129,0.008463851,0.0006029057],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891246,0.000008823958,0.000776507,0.00005013036,0.0001692023,0.0000848891,0.00006133654,0.00002380566,0.009700694],"genre_scores_gemma":[0.9971429,0.000007622249,0.001092947,0.00005275038,0.00002178034,0.000002451006,0.000007562485,0.000008534198,0.001663431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4707676,"threshold_uncertainty_score":0.9966272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0177476753559076,"score_gpt":0.2183281725868182,"score_spread":0.2005804972309106,"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."}}