{"id":"W2521651092","doi":"10.1007/s10459-016-9712-7","title":"A neural marker of medical visual expertise: implications for training","year":2016,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Pulmonologists; Medicine; Audiology; Cognitive psychology; Psychology; Intensive care medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001503294,0.0003203416,0.0003162381,0.0006151757,0.0002410617,0.002222267,0.0006353572,0.001135762,0.008599186],"category_scores_gemma":[0.02600402,0.0002309044,0.0001914118,0.0004964196,0.0006257509,0.002445163,0.001041643,0.00122012,0.000577716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004926228,"about_ca_system_score_gemma":0.0007220721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001553925,"about_ca_topic_score_gemma":0.001712932,"domain_scores_codex":[0.9995777,0.0001110332,0.00002484565,0.0001336193,0.00009785907,0.00005494985],"domain_scores_gemma":[0.9920459,0.004790977,0.001103472,0.0006540999,0.0008656461,0.0005398999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001433719,0.001551186,0.1547237,0.000803587,0.0003054431,0.0005585121,0.001421754,0.01466893,0.1515982,0.01773214,0.006610341,0.6485925],"study_design_scores_gemma":[0.0001714412,0.001705551,0.7293691,0.0007239535,0.0003016299,0.001499932,0.001615962,0.1126995,0.0553724,0.08905287,0.00733052,0.0001571329],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.881364,0.001319776,0.07255524,0.005277726,0.0003369259,0.0001577033,0.0008390785,0.000334907,0.03781473],"genre_scores_gemma":[0.9886086,0.0002871134,0.009084769,0.0001812014,0.0000479477,0.00003199542,0.0001636997,0.0000315043,0.001563069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008599186,"threshold_uncertainty_score":0.02876717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06766844591366125,"score_gpt":0.521980551627644,"score_spread":0.4543121057139827,"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."}}