{"id":"W3032164385","doi":"10.3760/cma.j.issn.1673-677x.2019.09.015","title":"Inspiration from orthopedic residents training in Dutch","year":2019,"lang":"en","type":"article","venue":"Chinese Journal of Medical Education","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Orthopedic surgery; Training (meteorology); Medicine; Work (physics); Training system; Psychology; Political science; Engineering; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001255288,0.0002566631,0.0002304672,0.0009109679,0.001791304,0.001785706,0.0003507857,0.0006702429,0.01299891],"category_scores_gemma":[0.002769111,0.0001708573,0.0001968683,0.001514496,0.001454197,0.001515086,0.002157615,0.001197958,0.001880428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002831097,"about_ca_system_score_gemma":0.004579665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01741399,"about_ca_topic_score_gemma":0.05003003,"domain_scores_codex":[0.9987914,0.0004246642,0.00007532301,0.0001388216,0.0003685643,0.0002012721],"domain_scores_gemma":[0.9990037,0.0002794063,0.00008421122,0.00002651843,0.0002060319,0.0004002024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001307161,0.0002620903,0.008441882,0.003125984,0.00002638774,0.006058521,0.1099034,0.0003080583,0.006642479,0.07996581,0.5115656,0.2735692],"study_design_scores_gemma":[0.00001063817,0.00002952963,0.006504305,0.0008556684,0.000004254158,0.001572014,0.01360967,0.00005552293,0.0004103896,0.001553543,0.9753784,0.0000161584],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1451139,0.09922294,0.004410828,0.1463692,0.01433449,0.0002545121,0.001278409,0.0001038513,0.5889119],"genre_scores_gemma":[0.5028702,0.07472048,0.006269593,0.05193764,0.003436004,0.00024075,0.0008725948,0.0002702881,0.3593825],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01741399,"threshold_uncertainty_score":0.0434857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00910997880323628,"score_gpt":0.3406512551698999,"score_spread":0.3315412763666636,"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."}}