{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000261503,0.0001797349,0.0006183723,0.0002959526,0.000006357106,0.000001917547,0.00009381505,0.0005501831,0.2186478],"category_scores_gemma":[0.0002788309,0.00008646062,0.0000602933,0.0002749229,0.0002790272,0.000002791033,0.00003277653,0.0004813172,0.001052486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002984373,"about_ca_system_score_gemma":0.00007952918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006733228,"about_ca_topic_score_gemma":0.0001243156,"domain_scores_codex":[0.99878,0.00006077256,0.0002314761,0.0003044079,0.0002955804,0.0003277713],"domain_scores_gemma":[0.999441,0.00004499176,0.00003677349,0.0002067289,0.00001481352,0.0002556999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002975032,0.0001086815,0.0005787043,0.0001281807,0.00002273026,0.0001915162,0.000002427475,7.771327e-10,0.002750525,0.000329802,0.9912227,0.004634937],"study_design_scores_gemma":[0.00137871,0.0003489151,0.0002033443,0.0005930481,0.0000145462,0.00003965867,0.00000989012,9.283161e-7,0.0001520056,0.00002826391,0.997124,0.0001066729],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008450096,0.001854573,0.00001701126,0.005311335,0.000178602,0.0003856165,0.000004596711,0.00007842767,0.9920853],"genre_scores_gemma":[0.0001392372,0.001480825,0.0005948956,0.002887426,0.0006484236,0.000009596532,0.00007446254,0.00009530129,0.9940698],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2175953,"threshold_uncertainty_score":0.9997253,"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."}}