{"id":"W2770180756","doi":"10.1016/j.jss.2017.10.024","title":"Research during general surgery residency: a Web-based review of opportunities, structure and outputs","year":2017,"lang":"en","type":"review","venue":"Journal of Surgical Research","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Accreditation; Medical education; Graduate medical education; Mandate; Curriculum; Medicine; Psychology; Political science; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0701688,0.0004721872,0.005801799,0.00379524,0.0004930022,0.0001287363,0.0009549442,0.0009014345,0.001029755],"category_scores_gemma":[0.1480394,0.0002935677,0.001147664,0.00127448,0.00185986,0.0002270799,0.0005020527,0.009864903,0.00001533223],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009515185,"about_ca_system_score_gemma":0.1271366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008333675,"about_ca_topic_score_gemma":0.000005976063,"domain_scores_codex":[0.9766169,0.006437243,0.003245188,0.0005677918,0.01038814,0.002744689],"domain_scores_gemma":[0.9472517,0.02171677,0.002078403,0.002014053,0.009690911,0.01724812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00047389,0.0001270994,0.0000330547,0.3655553,0.0001508411,0.0139313,0.000008373244,1.027895e-8,0.000003870851,0.00009528497,0.07235859,0.5472624],"study_design_scores_gemma":[0.0008977924,0.0005685702,0.00004792731,0.3403649,0.000134471,0.002470637,0.00001188294,0.000001239555,0.000008236314,0.0000513333,0.6553136,0.0001294176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007816539,0.9791083,3.099025e-7,0.01654875,0.0001879094,0.001464197,0.0001009676,0.000008354288,0.001799549],"genre_scores_gemma":[0.0002094433,0.9950183,0.0001033621,0.0001761949,0.001750402,0.00003162219,0.00004512204,0.0000897871,0.002575778],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.582955,"threshold_uncertainty_score":0.9999517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7664019897859592,"score_gpt":0.6150166081808724,"score_spread":0.1513853816050867,"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."}}