{"id":"W1561505187","doi":"10.1002/0470867841.ch1","title":"Microbial Biofilms in Medicine","year":2003,"lang":"en","type":"other","venue":"","topic":"Medical and Biological Ozone Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Biofilm; Microbiology; Computational biology; Biology; Bacteria; Genetics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005439361,0.0008809575,0.0007477764,0.001321156,0.00074314,0.002470946,0.0006304486,0.001328423,0.03996045],"category_scores_gemma":[0.0004151824,0.0002382512,0.000408267,0.001712397,0.0005911725,0.002005239,0.001561754,0.001609497,0.01599025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080775,"about_ca_system_score_gemma":0.001315933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001754806,"about_ca_topic_score_gemma":0.004830432,"domain_scores_codex":[0.9996405,0.00004940609,0.00002374965,0.00004012651,0.0002157679,0.00003043798],"domain_scores_gemma":[0.9998527,0.00003383127,0.00001275714,0.00001276948,0.00005790876,0.00003005086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003122643,0.00009802869,0.0001685736,0.001224372,0.000007872933,0.0001042173,0.0003253754,0.0002038178,0.007538716,0.0432813,0.3308091,0.6162074],"study_design_scores_gemma":[0.000001737141,0.00001367675,0.0002936858,0.0002110344,0.000002571814,0.0000891943,0.00005363806,0.00003087877,0.0005084814,0.003583036,0.9952092,0.000003069057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001852181,0.5202827,0.0068988,0.01466413,0.01601461,0.0001437539,0.0004098252,0.0002841209,0.4394499],"genre_scores_gemma":[0.006384106,0.3641694,0.009103868,0.005080414,0.005864551,0.0001550194,0.0004638071,0.0001413555,0.6086375],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03996045,"threshold_uncertainty_score":0.133681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05812804589520025,"score_gpt":0.3538533212372447,"score_spread":0.2957252753420444,"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."}}