{"id":"W2169053223","doi":"10.1016/j.amjsurg.2013.04.011","title":"Formal research training during surgical residency: scaffolding for academic success","year":2013,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University; Jewish General Hospital","funders":"","keywords":"Residency training; Medical education; Training (meteorology); Scaffold; Psychology; Medicine; Biomedical engineering; Geography; Continuing education","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01093554,0.0004735394,0.000532696,0.003373315,0.008173653,0.01081514,0.001717424,0.001991035,0.01788323],"category_scores_gemma":[0.07037967,0.0004985371,0.0005235089,0.001485504,0.005297503,0.003011977,0.01005611,0.003984989,0.00223221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004478016,"about_ca_system_score_gemma":0.01844399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003215349,"about_ca_topic_score_gemma":0.01207115,"domain_scores_codex":[0.9872609,0.005301695,0.0004778333,0.0006990936,0.002561446,0.003699025],"domain_scores_gemma":[0.8200593,0.03922522,0.02381225,0.006508693,0.01189324,0.0985013],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009898457,0.008087518,0.4265961,0.0007431943,0.0002203198,0.001659302,0.04688789,0.001003611,0.005482878,0.03873447,0.04791383,0.4216811],"study_design_scores_gemma":[0.0001955029,0.00227372,0.7625591,0.001167937,0.0001572562,0.0007967626,0.1123042,0.001283494,0.001638936,0.04426388,0.07311804,0.0002412146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9032633,0.001229795,0.002462775,0.02965229,0.001240069,0.0001193224,0.0001425374,0.0003137425,0.06157608],"genre_scores_gemma":[0.9947041,0.0002787166,0.0009333135,0.001106567,0.0003355509,0.00005382621,0.00006384502,0.00004605369,0.002478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9890645,"threshold_uncertainty_score":0.0598253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4038106683145373,"score_gpt":0.5018812360498525,"score_spread":0.09807056773531514,"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."}}