{"id":"W2312641002","doi":"10.1097/01.prs.0000455465.09066.6f","title":"Canadian Plastic Surgery Resident Work Hour Restrictions","year":2014,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Work hours; Program director; Work (physics); Family medicine; Residency training; Plastic surgery; Working hours; Medical education; Surgery; Continuing education","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":[0.001560135,0.0002393649,0.0001772268,0.001086809,0.002924905,0.0009533605,0.0008884252,0.0002588111,0.008703959],"category_scores_gemma":[0.005723033,0.0001662555,0.0002120903,0.00202706,0.001009849,0.0003033312,0.0009449061,0.0005173874,0.0006394784],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01772501,"about_ca_system_score_gemma":0.04464763,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9616388,"about_ca_topic_score_gemma":0.9726806,"domain_scores_codex":[0.9970269,0.0002974937,0.0001116658,0.0001887738,0.001750335,0.0006247638],"domain_scores_gemma":[0.9899331,0.0006019426,0.001958914,0.0001560952,0.004640913,0.002708982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001379719,0.000109936,0.7752897,0.0008606703,0.00005223412,0.0004615467,0.009159028,0.0003771723,0.001076963,0.0006292096,0.06978106,0.1420645],"study_design_scores_gemma":[0.00000859826,0.00007584584,0.9483799,0.0003988748,0.00001732945,0.0003332615,0.007576225,0.0001652343,0.000234346,0.00006722672,0.04271128,0.0000319369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.89891,0.006880254,0.001016572,0.01576751,0.0002707024,0.0001622831,0.004675618,0.0001571362,0.07216004],"genre_scores_gemma":[0.9830315,0.0054394,0.0009384218,0.001850722,0.00007862713,0.00005541958,0.001193414,0.00001954496,0.007392911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.982275,"threshold_uncertainty_score":0.1286046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01701185928911416,"score_gpt":0.2315264385593645,"score_spread":0.2145145792702503,"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."}}