{"id":"W2000975589","doi":"10.1007/s00423-008-0356-9","title":"Working conditions and trainee shortage in operative disciplines—is our profession ready for the next decade?","year":2008,"lang":"en","type":"article","venue":"Langenbeck s Archives of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Workload; Economic shortage; Documentation; Duty; Payment; Working hours; Medical education; Job satisfaction; Medicine; Job dissatisfaction; Psychology; Family medicine; Quarter (Canadian coin); Working time; Morning; Nursing; Political science; Management; Work (physics); Business; Engineering; Geography; Social psychology; Government (linguistics)","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":[0.001433426,0.0001002579,0.0002298457,0.001162377,0.001095486,0.002037841,0.0006631046,0.001891295,0.01139894],"category_scores_gemma":[0.008127364,0.0001846248,0.000277363,0.001295952,0.0008798326,0.002014162,0.001182221,0.001875053,0.001037632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081873,"about_ca_system_score_gemma":0.002742128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0152447,"about_ca_topic_score_gemma":0.01760255,"domain_scores_codex":[0.9992139,0.0002139162,0.00006576525,0.00005887591,0.0001700062,0.0002774982],"domain_scores_gemma":[0.9918434,0.001260279,0.002073015,0.0001115727,0.000788884,0.003922818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003007698,0.0004308066,0.9556283,0.00008558993,0.00003045128,0.0006371349,0.001755449,0.00008529284,0.000246867,0.0007812597,0.01097555,0.02904231],"study_design_scores_gemma":[0.000008543036,0.0001221647,0.982164,0.0001163962,0.00001374962,0.0004707248,0.01330053,0.00009532668,0.00002470016,0.0004143152,0.003253144,0.00001643074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9333616,0.006803666,0.0001443219,0.04861594,0.0006538621,0.00001234516,0.0005491221,0.000008485067,0.009850706],"genre_scores_gemma":[0.9941168,0.002230294,0.00006964491,0.001781956,0.0004824832,0.00001058611,0.0001879814,0.000006370879,0.00111393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0152447,"threshold_uncertainty_score":0.03813326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2235748246918074,"score_gpt":0.3953849148375073,"score_spread":0.1718100901456999,"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."}}