{"id":"W4394619245","doi":"10.1007/s10029-024-03035-7","title":"Mis-identified complications after groin hernia repair: concerns for results, research, and registries?","year":2024,"lang":"en","type":"letter","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Groin; Abdominal surgery; General surgery; Hernia repair; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03825947,0.0003507446,0.001207731,0.002065096,0.00380764,0.007164963,0.002613076,0.02852892,0.007571477],"category_scores_gemma":[0.1945213,0.0006349346,0.00081798,0.003479461,0.004491981,0.008155616,0.002840394,0.01354077,0.003668932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003977003,"about_ca_system_score_gemma":0.00962289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008339121,"about_ca_topic_score_gemma":0.01414623,"domain_scores_codex":[0.9624392,0.02030214,0.006980571,0.001623151,0.00686488,0.001790034],"domain_scores_gemma":[0.7625369,0.1530834,0.02621743,0.009229274,0.03330041,0.01563251],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002452161,0.0001520009,0.06153322,0.0003669183,0.0000645335,0.002907868,0.002102522,0.000133572,0.0001755424,0.01307814,0.8641503,0.05509016],"study_design_scores_gemma":[0.0005203476,0.0004938625,0.06482795,0.007027447,0.0002723081,0.01632703,0.01815879,0.002146304,0.0006918556,0.05409693,0.8349839,0.0004532471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001714881,0.00113523,0.0001244273,0.9911886,0.00301864,0.000009809864,0.0001147241,0.00001327694,0.002680385],"genre_scores_gemma":[0.0331338,0.003866105,0.001294871,0.9229664,0.03514076,0.00009136376,0.0002048991,0.00005456568,0.003247282],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9617406,"threshold_uncertainty_score":0.2023378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1340407139891276,"score_gpt":0.3923983318447366,"score_spread":0.258357617855609,"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."}}