{"id":"W1963939161","doi":"10.1002/bjs.5428","title":"Non-patient factors related to rates of ruptured appendicitis","year":2007,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Institut National de Santé Publique du Québec; Hôpital Maisonneuve-Rosemont; Université de Montréal","funders":"Université de Montréal; Canadian Health Services Research Foundation; McGill University","keywords":"Medicine; Appendicitis; General surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001012984,0.0001399749,0.0007168273,0.0004846955,0.00005164692,0.0000246227,0.00008948275,0.00009066273,0.0004717408],"category_scores_gemma":[0.0003489955,0.0001416645,0.0003624055,0.0003775793,0.00005544121,0.000125223,0.00004684938,0.0002530062,0.00001432439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007949618,"about_ca_system_score_gemma":0.00007866458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002123976,"about_ca_topic_score_gemma":0.00002031467,"domain_scores_codex":[0.9976912,0.00002720053,0.001214772,0.000150619,0.0005833171,0.0003328635],"domain_scores_gemma":[0.9983574,0.000279599,0.0006020875,0.0001258057,0.0002843802,0.0003507363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003547275,0.0009549828,0.6158476,0.0001992225,0.0005510956,0.01300776,0.0007110223,0.00002414491,0.003185039,0.00005732999,0.1421962,0.2229109],"study_design_scores_gemma":[0.0006982267,0.0003687522,0.9669206,0.002497952,0.0001089995,0.002249418,0.001022427,0.000001484802,0.01605777,0.00004964142,0.009867227,0.0001575152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950185,0.001818312,0.0002592086,0.0002748239,0.0007618939,0.0002471653,0.0000125652,0.00001155457,0.001595924],"genre_scores_gemma":[0.9979107,0.0009848209,0.0003298024,0.0005118016,0.00008567434,0.000001655349,0.00001684765,0.00002834783,0.0001302889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.351073,"threshold_uncertainty_score":0.5776909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02481784438845938,"score_gpt":0.285309740302902,"score_spread":0.2604918959144427,"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."}}