{"id":"W4244115631","doi":"10.1503/cmaj.1150035","title":"Inguinal hernia","year":2015,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Hernia repair and management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Watchful waiting; Medicine; Inguinal hernia; Hernia; General surgery; Randomized controlled trial; Surgery; Internal medicine","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":[0.0006853757,0.0004028703,0.0005693791,0.0005858816,0.001906258,0.001145132,0.0007050125,0.009274789,0.02355084],"category_scores_gemma":[0.006305147,0.0002923239,0.0005662385,0.0004163986,0.0008361696,0.001705759,0.0007128501,0.01125069,0.01319908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001914609,"about_ca_system_score_gemma":0.001623711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006261236,"about_ca_topic_score_gemma":0.01793376,"domain_scores_codex":[0.9992498,0.000179694,0.0001027096,0.0001166525,0.000247436,0.0001038185],"domain_scores_gemma":[0.9982935,0.0005869911,0.0001141614,0.00006134345,0.0005425113,0.0004014767],"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":[0.00001829065,0.00001407659,0.0005322961,0.00005097689,0.000003834864,0.001623872,0.00003262975,0.00002009969,0.0001037566,0.001028435,0.9789855,0.01758606],"study_design_scores_gemma":[0.00006146504,0.00006142513,0.002222253,0.0008318524,0.00001447165,0.01555016,0.0002376794,0.0001486641,0.0001111336,0.003879205,0.9768476,0.00003414106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0007938781,0.008313905,0.0001849579,0.9186627,0.04478303,0.00001815736,0.0001272954,0.0000695419,0.02704648],"genre_scores_gemma":[0.009222318,0.006959542,0.0003636966,0.8845004,0.07612356,0.00002285627,0.0001256031,0.00002914414,0.02265292],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02355084,"threshold_uncertainty_score":0.07878542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0134743714484744,"score_gpt":0.253487976738521,"score_spread":0.2400136052900466,"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."}}