{"id":"W1918863003","doi":"10.1007/bf03355367","title":"Topic: Inguinal Hernia — Influence of guidelines on daily practice","year":2015,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; St Mary's Hospital Centre","funders":"","keywords":"Medicine; Abdominal surgery; Inguinal hernia; General surgery; Hernia; 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":[0.0003776548,0.0001276396,0.0002324911,0.0000675589,0.00002140223,0.00001137054,0.0001094514,0.0000659483,0.00005972263],"category_scores_gemma":[0.002486303,0.0001030942,0.00005820057,0.0001189766,0.00003580635,0.0001038223,0.00006372793,0.0001448031,0.0003817144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005574028,"about_ca_system_score_gemma":0.0001403943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002948022,"about_ca_topic_score_gemma":0.00002748634,"domain_scores_codex":[0.9986919,0.00005061683,0.0003579749,0.000213706,0.0005040531,0.0001817808],"domain_scores_gemma":[0.998612,0.00005709057,0.0001321265,0.0004100339,0.0006093856,0.0001793442],"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":[0.009270047,0.003468791,0.1508491,0.001345252,0.001064864,0.002060961,0.007620189,0.007058826,0.02419374,0.00779247,0.5874812,0.1977946],"study_design_scores_gemma":[0.001728714,0.0008358805,0.01731296,0.0001502547,0.00009779802,0.00005155949,0.0005625322,0.0001969217,0.0006385021,0.0001018331,0.9782066,0.0001164637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9164495,0.0002859132,0.00008493789,0.004184625,0.0001435877,0.0002728837,0.000003094538,0.00009770001,0.07847778],"genre_scores_gemma":[0.976492,0.00006040068,0.006624285,0.008646466,0.0003243003,0.00001723434,0.000005830679,0.00002332367,0.007806105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3907254,"threshold_uncertainty_score":0.4906294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08827417678467639,"score_gpt":0.3928145766590846,"score_spread":0.3045403998744083,"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."}}