{"id":"W2982857463","doi":"10.36106/ijsr/0221510","title":"A TEMPLATE FOR SURGICAL RESIDENCY TRAINING PROGRAM (SURGICAL POSTGRADUATE TRAINING) IN DEVELOPING COUNTRIES.","year":2019,"lang":"en","type":"article","venue":"INTERNATIONAL JOURNAL OF SCIENTIFIC RESEARCH","topic":"Global Health and Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Physicians and Surgeons of Ontario","funders":"","keywords":"Developing country; Developed country; Quality (philosophy); Training (meteorology); Economic growth; Medicine; Business; Political science; Medical education; Public relations; Economics; Population; Geography; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0119003,0.0001155795,0.0004087745,0.001322236,0.0001342744,0.000285852,0.0004302328,0.0001072691,0.0001649933],"category_scores_gemma":[0.0008505236,0.00009196412,0.000189278,0.000719887,0.0002768774,0.0002847844,0.00007203393,0.0006348502,0.00005978277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004525604,"about_ca_system_score_gemma":0.004773489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002681018,"about_ca_topic_score_gemma":0.00002303611,"domain_scores_codex":[0.9951387,0.0001642505,0.0009665269,0.0003263016,0.00260041,0.0008038335],"domain_scores_gemma":[0.9952195,0.000969987,0.0002010933,0.0001469454,0.003102185,0.0003602471],"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":[0.04190797,0.001750053,0.185457,0.001268613,0.0007873555,0.03512039,0.02108819,0.0001265372,0.001347586,0.0907496,0.04247908,0.5779176],"study_design_scores_gemma":[0.008467975,0.0009471842,0.01525677,0.002018267,0.000009169159,0.005885024,0.001704811,0.001078296,0.0003150383,0.004752473,0.9593744,0.0001905454],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734009,0.0003011296,0.00002242157,0.01958523,0.002510506,0.0007170369,0.00001627906,0.0000138197,0.003432672],"genre_scores_gemma":[0.99436,0.0001991604,0.002483153,0.0001164383,0.000471822,0.00002520981,0.00002439001,0.00001555052,0.002304331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9168954,"threshold_uncertainty_score":0.8467965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2098482255323177,"score_gpt":0.498364771459716,"score_spread":0.2885165459273982,"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."}}