{"id":"W3176510083","doi":"10.1111/head.14134","title":"The current state of headache medicine education in the United States and Canada: An observational, survey‐based study of neurology clerkship directors and curriculum deans","year":2021,"lang":"en","type":"article","venue":"Headache The Journal of Head and Face Pain","topic":"Migraine and Headache Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Curriculum; Directory; Family medicine; Medicine; Osteopathic medicine in the United States; Session (web analytics); Phone; Neurology; Medical education; Graduate medical education; Alternative medicine; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001800554,0.0002452572,0.0004634135,0.001660164,0.002840101,0.001529968,0.001437031,0.0007227423,0.00194356],"category_scores_gemma":[0.006866648,0.000502051,0.0004157356,0.005057867,0.001276746,0.0009197004,0.001428263,0.001211766,0.0003355971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01769369,"about_ca_system_score_gemma":0.03461175,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9747933,"about_ca_topic_score_gemma":0.9789839,"domain_scores_codex":[0.9967925,0.0003574972,0.0003239391,0.000350046,0.001321564,0.0008544506],"domain_scores_gemma":[0.9898315,0.0007167368,0.002814307,0.00019841,0.003225501,0.00321357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002479289,0.00005155415,0.9964552,0.00002328366,0.0000178846,0.00002515483,0.00118642,0.00002354227,0.00004568495,0.00002991901,0.0007055107,0.001411056],"study_design_scores_gemma":[0.000004368987,0.00002399746,0.9958451,0.00002707567,0.000006724393,0.00003108162,0.003378831,0.0001064313,0.0000232252,0.000006074345,0.0005392937,0.00000770034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947732,0.0003711767,0.00006920793,0.000749574,0.00001104531,0.00006110388,0.002346716,0.000009696485,0.001608238],"genre_scores_gemma":[0.9980532,0.0003807971,0.00008823357,0.0002778963,0.000006959673,0.00002391713,0.0008572603,0.000004136538,0.0003076945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02520669,"threshold_uncertainty_score":0.1283773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08357813643830209,"score_gpt":0.3553818144141455,"score_spread":0.2718036779758434,"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."}}