{"id":"W3095443362","doi":"10.1097/sla.0000000000004577","title":"Formal Research Training – An Essential Aspect for Surgical Residency?","year":2020,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children; SickKids Foundation; Children's Hospital Research Institute of Manitoba; University of Manitoba","funders":"","keywords":"Medicine; Context (archaeology); Quality (philosophy); Economic shortage; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05898737,0.0008964331,0.001296823,0.00214464,0.007014299,0.01360819,0.003498436,0.01686203,0.01847094],"category_scores_gemma":[0.1300493,0.0009305975,0.001146911,0.001714322,0.02094558,0.02561166,0.01542574,0.02668953,0.01037165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007117289,"about_ca_system_score_gemma":0.05198472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002395834,"about_ca_topic_score_gemma":0.005963053,"domain_scores_codex":[0.96684,0.01380846,0.003047463,0.002908317,0.008696618,0.004699077],"domain_scores_gemma":[0.7632244,0.07155804,0.01492892,0.01428759,0.03174164,0.1042595],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001118201,0.0002242906,0.002273233,0.001606475,0.00005298493,0.0005545319,0.003336265,0.0002215093,0.0007724501,0.0648552,0.786772,0.1392193],"study_design_scores_gemma":[0.0000900104,0.0002730552,0.003506077,0.004373617,0.00003118565,0.001570005,0.005478963,0.000275452,0.0002834523,0.1302646,0.8537422,0.000111296],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006634628,0.007703007,0.001379652,0.9706061,0.01666733,0.00002186419,0.00002705014,0.0000792382,0.00285227],"genre_scores_gemma":[0.04158781,0.02507543,0.009732306,0.861674,0.05175065,0.000232947,0.0001982231,0.0002883204,0.00946032],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9410126,"threshold_uncertainty_score":0.3119587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8857025779872567,"score_gpt":0.6042373829123239,"score_spread":0.2814651950749328,"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."}}