{"id":"W2409160463","doi":"10.1503/cjs.017715","title":"Re: Recurrence of inguinal hernias repaired in a large surgical specialty hospital and general hospitals in Ontario, Canada","year":2016,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Hernia repair and management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thornhill Medical (Canada); University of Toronto","funders":"","keywords":"Medicine; Specialty; Inguinal hernia; General surgery; Surgery; Family medicine; Hernia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003773716,0.0003231942,0.0003848899,0.0009093561,0.003301495,0.00118965,0.001047036,0.004113706,0.008431646],"category_scores_gemma":[0.002385114,0.0002662216,0.0003708327,0.00134431,0.00116069,0.0009533882,0.0006041359,0.003663052,0.001106659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01514061,"about_ca_system_score_gemma":0.01132427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7106015,"about_ca_topic_score_gemma":0.8869019,"domain_scores_codex":[0.9992315,0.00005952644,0.0000969439,0.0001081612,0.0002595776,0.0002443581],"domain_scores_gemma":[0.9980956,0.0001961031,0.0003389832,0.00003793129,0.000624094,0.0007073717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001586095,0.0001578191,0.1637232,0.0003233588,0.00005778019,0.09967484,0.002810155,0.000229856,0.0009902227,0.001107882,0.7035268,0.02723948],"study_design_scores_gemma":[0.0001543033,0.0003035712,0.5020265,0.002109635,0.0001532952,0.1548432,0.02530467,0.00141623,0.0004604931,0.001468595,0.3114928,0.0002668112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1681239,0.009726537,0.0003605724,0.7443513,0.01343307,0.0001942292,0.003831073,0.0001252074,0.05985411],"genre_scores_gemma":[0.6820681,0.00767881,0.0006519299,0.235342,0.01961186,0.00007779394,0.001078404,0.0001072684,0.05338393],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2893985,"threshold_uncertainty_score":0.5822057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01939302984579129,"score_gpt":0.2237636892006238,"score_spread":0.2043706593548326,"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."}}