{"id":"W2757583948","doi":"10.1007/s40037-017-0376-7","title":"Guidelines: The do’s, don’ts and don’t knows of direct observation of clinical skills in medical education","year":2017,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":146,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Guideline; Medical education; Set (abstract data type); Psychology; Quality (philosophy); Medicine; Computer science; Pathology","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":[0.04400719,0.00231848,0.003382727,0.009201403,0.00420153,0.006593666,0.0129862,0.01864713,0.007355638],"category_scores_gemma":[0.2092615,0.002169304,0.007265587,0.007428485,0.005437367,0.006452931,0.005690918,0.01692913,0.007749958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00986034,"about_ca_system_score_gemma":0.05195174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02548564,"about_ca_topic_score_gemma":0.04638639,"domain_scores_codex":[0.9002967,0.0417762,0.03203378,0.002759501,0.02105019,0.002083703],"domain_scores_gemma":[0.6530739,0.159677,0.02767892,0.006080981,0.1470722,0.006417029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001856906,0.0002397666,0.001837737,0.06286238,0.0003774782,0.0004468849,0.00227536,0.0006473784,0.0004946865,0.009745072,0.7054297,0.2154579],"study_design_scores_gemma":[0.000616108,0.0002138439,0.003974534,0.3056386,0.001240951,0.0009804608,0.001665552,0.0009290592,0.0006071099,0.01794178,0.665949,0.0002429404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.003404645,0.2506026,0.03731778,0.5675337,0.06982625,0.01775779,0.007272686,0.001816264,0.04446813],"genre_scores_gemma":[0.03426836,0.2680277,0.3437459,0.2660886,0.01137019,0.04169781,0.009371061,0.0007341625,0.02469619],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04400719,"threshold_uncertainty_score":0.2327351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04833263729068104,"score_gpt":0.4752222876358539,"score_spread":0.4268896503451729,"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."}}