{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003388489,0.00004734252,0.00004675818,0.00001992178,0.00006300327,0.00002641538,0.00008080852,0.00001663643,0.0001334155],"category_scores_gemma":[0.0003412616,0.00004105967,0.00002382178,0.00009013758,0.00002303826,0.00008555095,0.000007356416,0.00004305156,0.0003310732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005347046,"about_ca_system_score_gemma":0.000009800262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.247935e-7,"about_ca_topic_score_gemma":6.12028e-7,"domain_scores_codex":[0.9995893,0.00003591992,0.00006474742,0.0001324009,0.00007657007,0.0001010827],"domain_scores_gemma":[0.9997881,0.00004981752,0.00002236144,0.0001016785,0.000006034392,0.00003199369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002410554,0.0003515396,0.00526051,0.000004710235,0.00000305342,0.0001187233,0.001082674,0.001022427,0.09946587,0.01032265,0.8061942,0.07614948],"study_design_scores_gemma":[0.0006461774,0.000424968,0.02416895,0.00003986206,0.000009599211,0.00003080401,0.00007189927,0.0008756692,0.5090107,0.009608968,0.454672,0.0004404469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7304884,0.000147399,0.002323195,0.05466625,0.001732194,0.0007870732,0.00002383411,0.0003842793,0.2094474],"genre_scores_gemma":[0.9935315,0.00001167781,0.0001125891,0.005345733,0.0001822345,0.0000148536,4.648671e-7,0.000002915207,0.0007980701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4095448,"threshold_uncertainty_score":0.4255386,"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."}}