{"id":"W2518987064","doi":"10.1007/s00268-016-3710-z","title":"Total Extraperitoneal Hernia Repair: Residency Teaching Program and Outcome Evaluation","year":2016,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medicine; Inguinal hernia; Surgery; Abdominal surgery; Hernia; Complication; Vascular surgery; Cardiothoracic surgery; Hernia repair; General surgery; Cardiac surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.003389008,0.0001154568,0.0003691799,0.0003542062,0.00007320432,0.0000222849,0.00003491006,0.00003570702,0.0002591258],"category_scores_gemma":[0.0006615579,0.00007056732,0.0002878949,0.00009710234,0.00004851386,0.0002334684,0.00002926741,0.0002066304,0.000009977076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001004807,"about_ca_system_score_gemma":0.0001641568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001099319,"about_ca_topic_score_gemma":0.00001626526,"domain_scores_codex":[0.99817,0.0001722202,0.0006888339,0.0001444961,0.00061958,0.0002049134],"domain_scores_gemma":[0.9989316,0.0002912148,0.0002694945,0.0001680908,0.0001590155,0.0001805907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002693011,0.0001860079,0.4646685,0.00007631229,0.0001512136,0.0002839255,0.0001149565,7.871379e-7,0.001393189,0.00008476187,0.01046352,0.5223076],"study_design_scores_gemma":[0.001863759,0.0003190361,0.9079775,0.001115349,0.0004711586,0.001090485,0.0001741149,0.0001505344,0.00008710238,0.0002550563,0.08628859,0.00020732],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867178,0.001760741,0.00008357787,0.006748433,0.0005307738,0.0003307042,9.926074e-7,0.00009667975,0.003730322],"genre_scores_gemma":[0.9930985,0.0001275151,0.002866114,0.0001847559,0.0004832568,0.00001096312,8.073324e-7,0.00001808026,0.003210003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5221003,"threshold_uncertainty_score":0.2877652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07126392007943114,"score_gpt":0.3602839254780498,"score_spread":0.2890200053986187,"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."}}