{"id":"W2382803351","doi":"","title":"Research Methods and Control Technologies for Microbial Film","year":2011,"lang":"en","type":"article","venue":"Keji daobao","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofilm; Microtiter plate; Biocide; Microorganism; Nanotechnology; Quorum sensing; Fluorescence microscope; Microbiology; Biochemical engineering; Chemistry; Bacteria; Biology; Materials science; Chromatography; Fluorescence; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004032803,0.001608412,0.00123551,0.003033324,0.001208966,0.002342681,0.001989417,0.002137256,0.008419687],"category_scores_gemma":[0.003351513,0.0008567676,0.001041305,0.002260763,0.001091843,0.002846456,0.001793758,0.003134784,0.009316665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001487252,"about_ca_system_score_gemma":0.001688257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009571335,"about_ca_topic_score_gemma":0.0008525208,"domain_scores_codex":[0.9937922,0.0006451154,0.0003841669,0.001277784,0.003635095,0.0002656266],"domain_scores_gemma":[0.9973518,0.0004518025,0.0003164273,0.0005268859,0.001229019,0.0001241364],"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":[0.000196514,0.000239284,0.0008326724,0.003127382,0.00006534832,0.0003592294,0.0003490674,0.001298741,0.5779639,0.03072451,0.01728748,0.3675559],"study_design_scores_gemma":[0.00004893053,0.0004710527,0.001151149,0.0004479126,0.00007631192,0.0005701885,0.0001196328,0.004790672,0.478471,0.006925984,0.5068126,0.0001146417],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01465467,0.0750974,0.8431031,0.003862833,0.004842983,0.002037328,0.001969478,0.004890061,0.0495421],"genre_scores_gemma":[0.08912565,0.05460764,0.7821183,0.00281358,0.001416809,0.004675486,0.002954078,0.0009081502,0.06138034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008419687,"threshold_uncertainty_score":0.02816665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05215202943702324,"score_gpt":0.3627566781953498,"score_spread":0.3106046487583266,"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."}}