{"id":"W4403147312","doi":"10.1212/ne9.0000000000200166","title":"Education Research: Feasibility, Reliability and Educational Value of Neuromuscular Ultrasound Training in a Canadian Neurology Residency Program","year":2024,"lang":"en","type":"article","venue":"Neurology Education","topic":"Peripheral Nerve Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women and Children’s Health Research Institute","funders":"","keywords":"Neurology; Reliability (semiconductor); Medical education; Value (mathematics); Residency training; Psychology; Medicine; Medical physics; Physical therapy; Computer science; Neuroscience; Machine learning","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":[0.009067779,0.0002959509,0.0002555665,0.001209707,0.001650021,0.000670593,0.00106847,0.0004409994,0.002088147],"category_scores_gemma":[0.03716046,0.0002495845,0.0003247624,0.001108499,0.0009977368,0.0005239235,0.001023395,0.0005679019,0.0002365897],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01361359,"about_ca_system_score_gemma":0.0306628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6269039,"about_ca_topic_score_gemma":0.7707834,"domain_scores_codex":[0.9938921,0.001570626,0.0002560169,0.0004628605,0.002854334,0.00096408],"domain_scores_gemma":[0.9784743,0.004821968,0.002503432,0.0004239455,0.01041536,0.003361123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002777385,0.0006713776,0.9514005,0.000166535,0.0000430895,0.0000930145,0.004457272,0.0003155947,0.0007511722,0.00009665864,0.001202433,0.04052455],"study_design_scores_gemma":[0.00001966296,0.0005219545,0.996145,0.00004811927,0.00001551863,0.00004959198,0.00167571,0.0005278232,0.0002660242,0.00001419048,0.0007057078,0.00001071235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996515,0.0001002135,0.0001706525,0.0004066449,0.000018197,0.0001683496,0.0001140351,0.00001399469,0.002492885],"genre_scores_gemma":[0.9979987,0.0001196661,0.0009033141,0.0001007479,0.0000112557,0.00008535682,0.0001334419,0.000003201923,0.0006443308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9863864,"threshold_uncertainty_score":0.7505867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04871893165441208,"score_gpt":0.4056042440911433,"score_spread":0.3568853124367312,"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."}}