{"id":"W3048668673","doi":"10.1016/j.colsurfb.2020.111320","title":"Evaluation of non-traditional visualization methods to detect surface attachment of biofilms","year":2020,"lang":"en","type":"article","venue":"Colloids and Surfaces B Biointerfaces","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofilm; Listeria monocytogenes; Staining; Salmonella enterica; Microbiology; Crystal violet; Meniscus; Quartz crystal microbalance; Chemistry; Bacteria; Biology; Salmonella; Adsorption; Optics","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":[0.003134578,0.001094486,0.0005405039,0.001139961,0.0003647388,0.0007819724,0.001051371,0.0009189226,0.001190351],"category_scores_gemma":[0.003880268,0.000394006,0.0005127701,0.0005649043,0.0003489857,0.0006587103,0.0008357344,0.0006288802,0.0003139311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004212218,"about_ca_system_score_gemma":0.0003815386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009122973,"about_ca_topic_score_gemma":0.001415405,"domain_scores_codex":[0.9976969,0.000811769,0.0001066244,0.0003751347,0.0008099116,0.0001995786],"domain_scores_gemma":[0.9951506,0.002710255,0.0004286577,0.0002716536,0.001278735,0.0001602162],"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":[0.0003611378,0.0001774212,0.001165307,0.0004139302,0.00004941042,0.00005010378,0.00009812192,0.000329546,0.9814394,0.0001300935,0.0001172035,0.01566829],"study_design_scores_gemma":[0.00002788026,0.001499641,0.005770499,0.0000375206,0.0001185337,0.0002852097,0.00009849425,0.01239366,0.9782364,0.00009444533,0.001399852,0.00003795485],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8684139,0.0120747,0.1159721,0.0002373571,0.0002355273,0.0003337403,0.0003607487,0.0003842617,0.001987776],"genre_scores_gemma":[0.833692,0.009665979,0.149755,0.0001654978,0.0001119933,0.0006383831,0.0007781708,0.0001435096,0.005049393],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003134578,"threshold_uncertainty_score":0.01657742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04937435054513015,"score_gpt":0.3433734019602288,"score_spread":0.2939990514150986,"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."}}