{"id":"W2005805479","doi":"10.3810/pgm.2004.04.1481","title":"Is there an easy way to diagnose migraine?","year":2004,"lang":"en","type":"article","venue":"Postgraduate Medicine","topic":"Migraine and Headache Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Migraine; Medicine; Headaches; Primary care; Migraine Disorders; Primary headache; Family medicine; Pediatrics; Physical therapy; Intensive care medicine; Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003733996,0.0003679044,0.0007138768,0.0002589509,0.000163836,0.0000103866,0.0001794696,0.00009304523,0.0006789675],"category_scores_gemma":[0.0006093506,0.0002480827,0.0001542191,0.0005408059,0.0002029316,0.00008475385,0.00007103672,0.000302959,0.0004504457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009807442,"about_ca_system_score_gemma":0.00007307067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003237304,"about_ca_topic_score_gemma":0.001144862,"domain_scores_codex":[0.9978028,0.00003866204,0.0004474312,0.0005327141,0.0006001515,0.0005782618],"domain_scores_gemma":[0.9981818,0.00008715093,0.00007267132,0.0006858031,0.000269228,0.0007033331],"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":[0.001157062,0.001981538,0.10967,0.0007387111,0.0009290606,0.002011022,0.07513603,0.00001179285,0.03057144,0.006865224,0.7426865,0.02824167],"study_design_scores_gemma":[0.01239732,0.01006555,0.4491967,0.00200503,0.0007781712,0.0004806878,0.005159205,0.00003200955,0.009572729,0.006235203,0.5031994,0.0008780136],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7466442,0.003413094,0.0001579863,0.2348158,0.00009307041,0.0007086953,0.00001804228,0.0001942463,0.01395488],"genre_scores_gemma":[0.95784,0.0008107962,0.0009909241,0.0286341,0.001238477,0.00006097047,0.00006680459,0.00006192517,0.01029605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3395267,"threshold_uncertainty_score":0.9999971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05391257217360407,"score_gpt":0.3425738739149178,"score_spread":0.2886613017413138,"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."}}