{"id":"W2418224146","doi":"10.1503/cjs.002015","title":"Assessing personal contributions in global surgery: By whose yardstick?","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Buckland & Taylor (Canada); University of Calgary; University of British Columbia","funders":"","keywords":"Debriefing; Mentorship; Medicine; Yardstick; Medical education; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.06023734,0.0008313591,0.001274894,0.002175937,0.003238459,0.00912503,0.002103199,0.002165325,0.002523555],"category_scores_gemma":[0.1680744,0.0004325999,0.0007875129,0.001653161,0.01198232,0.01199905,0.009415862,0.004298329,0.0008096058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002332094,"about_ca_system_score_gemma":0.004504168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0029913,"about_ca_topic_score_gemma":0.005624379,"domain_scores_codex":[0.9429187,0.0401754,0.003373649,0.001751321,0.009719792,0.002061309],"domain_scores_gemma":[0.9146178,0.04268794,0.01210219,0.005894379,0.01731351,0.007384132],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004318988,0.0002256485,0.1082012,0.001795848,0.0001966608,0.0005720362,0.6124116,0.0003053262,0.003609037,0.01119267,0.008759616,0.2522985],"study_design_scores_gemma":[0.00004214533,0.0005564615,0.06134754,0.002907469,0.0001211449,0.001220973,0.8669991,0.001166767,0.001932718,0.02266498,0.04069782,0.0003427527],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8329996,0.01164248,0.04725298,0.07921117,0.002784851,0.0006813753,0.000269758,0.0003128695,0.02484501],"genre_scores_gemma":[0.9769652,0.003796046,0.01356014,0.003248471,0.0002107055,0.0003560935,0.00007635346,0.00008262102,0.001704496],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9397627,"threshold_uncertainty_score":0.3185694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06623341694622403,"score_gpt":0.3350798259953485,"score_spread":0.2688464090491245,"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."}}