{"id":"W1976992442","doi":"10.1016/j.jsurg.2014.01.012","title":"Impact of the Surgical Research Methodology Program on Surgical Residents’ Research Profiles","year":2014,"lang":"en","type":"article","venue":"Journal of surgical education","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Curriculum; RSS; Biostatistics; Medical education; Medicine; Test (biology); Randomized controlled trial; Research design; Presentation (obstetrics); Medical physics; Psychology; Family medicine; Epidemiology; Surgery; Computer science; Statistics; Internal medicine; Pedagogy; Mathematics","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","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04949031,0.0001786725,0.0007868776,0.0009353135,0.0002623432,0.00004832566,0.000524571,0.0003814165,0.000633379],"category_scores_gemma":[0.08246317,0.00009030486,0.0005230787,0.001792384,0.001076743,0.000127846,0.0001395434,0.003896875,0.00004924013],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007934295,"about_ca_system_score_gemma":0.01932263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004655121,"about_ca_topic_score_gemma":0.000004607326,"domain_scores_codex":[0.9832203,0.009173751,0.001178746,0.0003105957,0.004661035,0.001455513],"domain_scores_gemma":[0.9687806,0.01815655,0.0005146927,0.0008663161,0.005764126,0.005917753],"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":[0.01544945,0.009487359,0.04832286,0.000693367,0.0002010007,0.0005995532,0.0007807173,0.00001159165,0.0007684217,0.007520498,0.1494461,0.766719],"study_design_scores_gemma":[0.006862556,0.02259061,0.333407,0.0021433,0.00005148836,0.004977567,0.0006051624,0.0001078525,0.002162027,0.003593824,0.6233165,0.0001821344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371247,0.0005952629,0.000003362509,0.04991478,0.0004622169,0.001026897,0.000002547775,0.0000118357,0.01085838],"genre_scores_gemma":[0.9931555,0.001219935,0.0006646687,0.0001059058,0.003202489,0.0000481518,0.000006691886,0.00002797346,0.001568628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7665369,"threshold_uncertainty_score":0.9984012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5294267339419033,"score_gpt":0.6561455565423522,"score_spread":0.1267188226004489,"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."}}