{"id":"W4385952717","doi":"10.1186/s12909-023-04571-z","title":"Current state of headache training within Canadian Neurology Residency program: a national survey","year":2023,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Migraine and Headache Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Feeling; Neurology; Medical education; Medicine; Headaches; Psychological intervention; Family medicine; Psychology; Nursing; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00126081,0.0002056471,0.0003534728,0.001918154,0.002099839,0.001064273,0.001273666,0.0004741945,0.001936928],"category_scores_gemma":[0.004344805,0.0003082608,0.0003786772,0.004259191,0.0008975095,0.000639551,0.00104273,0.0007686078,0.0002548997],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01946305,"about_ca_system_score_gemma":0.03060164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9779601,"about_ca_topic_score_gemma":0.9844178,"domain_scores_codex":[0.9976957,0.000112444,0.0001758541,0.0001982849,0.001290647,0.0005269858],"domain_scores_gemma":[0.9931985,0.000325782,0.001370108,0.0001006764,0.003014506,0.001990362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003215744,0.00003971149,0.9897326,0.0001398178,0.00002795627,0.00007851882,0.002250312,0.00005249856,0.0001105431,0.0000483371,0.002527495,0.004960141],"study_design_scores_gemma":[0.000001777336,0.00002119592,0.9954432,0.00004517383,0.000006845107,0.00004738377,0.003457536,0.00008415624,0.000020425,0.000005534409,0.0008591893,0.000007579271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886429,0.0007737584,0.0001095978,0.001088042,0.00001656419,0.00007816743,0.00580964,0.00002353357,0.003457772],"genre_scores_gemma":[0.996587,0.0009209093,0.0001926365,0.0002451371,0.000008301267,0.0000293112,0.001527861,0.000005272653,0.0004835465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9805369,"threshold_uncertainty_score":0.141215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1707239895912552,"score_gpt":0.4400702989261727,"score_spread":0.2693463093349174,"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."}}