{"id":"W4252779666","doi":"10.1136/bmj.b3490","title":"Iterative diagnosis","year":2009,"lang":"en","type":"article","venue":"BMJ","topic":"Vestibular and auditory disorders","field":"Neuroscience","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Forcing (mathematics); Computer science; Vertigo; Artificial intelligence; Medicine; Mathematics; Surgery","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":[0.006311304,0.002405799,0.00140778,0.003288771,0.002475217,0.004800219,0.00471251,0.002788351,0.05219622],"category_scores_gemma":[0.03412467,0.001112343,0.002242963,0.001662703,0.0019946,0.00631071,0.007409236,0.003142128,0.01579967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002827596,"about_ca_system_score_gemma":0.00461549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005891119,"about_ca_topic_score_gemma":0.00719993,"domain_scores_codex":[0.9930233,0.001993306,0.0005822128,0.001640878,0.002173133,0.0005871329],"domain_scores_gemma":[0.9837917,0.007097431,0.0005714069,0.003858341,0.004301771,0.0003793919],"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":[0.0005936844,0.0003085753,0.004631355,0.0009217024,0.0002047371,0.001067265,0.001661271,0.02971439,0.006429248,0.1879567,0.04455362,0.7219574],"study_design_scores_gemma":[0.0001995612,0.0002489313,0.001216365,0.0005934483,0.0002345077,0.002065313,0.001173145,0.2498724,0.0149617,0.5475513,0.1817134,0.000169997],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005779295,0.0007298252,0.9429715,0.00341315,0.0004035424,0.0006466171,0.0004716512,0.004370282,0.04121405],"genre_scores_gemma":[0.1066316,0.0006199979,0.8693767,0.001041688,0.0001870434,0.0004075201,0.001329326,0.0005439973,0.01986204],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05219622,"threshold_uncertainty_score":0.1746138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03124389962168091,"score_gpt":0.3126720573351111,"score_spread":0.2814281577134302,"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."}}