{"id":"W3092965302","doi":"10.1111/head.13986","title":"Secondary Headache: Current Update","year":2020,"lang":"en","type":"article","venue":"Headache The Journal of Head and Face Pain","topic":"Migraine and Headache Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Headaches; Etiology; International Classification of Headache Disorders; Migraine; Headache Disorders; Neurological disorder; Neck pain; Vascular headache; Facial pain; Pediatrics; Nose; Anesthesia; Surgery; Central nervous system disease; Psychiatry; Pathology","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":[0.002311788,0.0002273579,0.0006084743,0.00006418482,0.0001976963,0.00002236148,0.0001493122,0.00006687958,0.0001284976],"category_scores_gemma":[0.0004051244,0.000132743,0.0002041969,0.0001948308,0.0001590934,0.0001069287,0.00007837931,0.001026243,0.00002352795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003003088,"about_ca_system_score_gemma":0.0002177456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002038744,"about_ca_topic_score_gemma":0.00002808488,"domain_scores_codex":[0.9981395,0.000396898,0.0005996303,0.000152433,0.0003870259,0.0003245017],"domain_scores_gemma":[0.9987337,0.0003228184,0.000231605,0.0001782996,0.0001478027,0.0003857719],"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":[0.002027859,0.000371066,0.02323152,0.001114933,0.0005478355,0.0001296236,0.01823227,0.00001437479,0.006605048,0.0002772825,0.8584374,0.08901086],"study_design_scores_gemma":[0.003274142,0.002452697,0.01902094,0.0004672271,0.0004824357,0.0008145411,0.007032994,0.001025588,0.0008017844,0.0003436721,0.9639786,0.0003053105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6570732,0.1229744,0.004173032,0.2135784,0.00007022724,0.0004632259,0.00001742763,0.00004420382,0.001605819],"genre_scores_gemma":[0.981498,0.005850284,0.0004734315,0.0111437,0.0007193534,0.000002145326,0.000004267295,0.00002059932,0.0002881975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3244248,"threshold_uncertainty_score":0.5413104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04076996055631914,"score_gpt":0.3091288036852655,"score_spread":0.2683588431289463,"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."}}