{"id":"W4223433598","doi":"10.1017/cjn.2022.38","title":"Trainee Headache Education and Management Enhancement (THEME) Study","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Migraine and Headache Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Women's College Hospital; University of Toronto","funders":"","keywords":"Theme (computing); Medicine; Psychology; Medical education; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001471452,0.0001468862,0.0002166535,0.00038062,0.0005583224,0.0003519385,0.0002540803,0.000336705,0.001925002],"category_scores_gemma":[0.003328037,0.0001878689,0.0002966402,0.0003112271,0.000152245,0.0003506822,0.0006289851,0.0005746555,0.0003666404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005130887,"about_ca_system_score_gemma":0.001458919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0066447,"about_ca_topic_score_gemma":0.008647357,"domain_scores_codex":[0.9991405,0.0003249283,0.00004534041,0.00008700921,0.0001958159,0.0002062973],"domain_scores_gemma":[0.9977062,0.0004355513,0.0007007896,0.0001263346,0.0003197123,0.0007114799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009116331,0.002684741,0.9807132,0.00007355842,0.0001269303,0.000261241,0.002371325,0.00004073206,0.0006677433,0.00004566467,0.0004680362,0.01163528],"study_design_scores_gemma":[0.00008642923,0.003195207,0.9939202,0.00001592523,0.00004132785,0.0002481301,0.00153528,0.00006817432,0.0001363951,0.00001805835,0.0007286791,0.000006168986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994826,0.00003448435,0.00004609484,0.00003281967,0.0000048031,0.00004172968,0.00006561439,0.000001041892,0.0002906662],"genre_scores_gemma":[0.9986336,0.0000819752,0.0001978933,0.000105189,0.00002513509,0.0001030491,0.0001828456,9.876966e-7,0.0006693522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0066447,"threshold_uncertainty_score":0.01321203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04506574115991571,"score_gpt":0.3098941283892791,"score_spread":0.2648283872293634,"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."}}