{"id":"W2753116510","doi":"10.1016/j.jpedsurg.2017.08.054","title":"Standardization of care for pediatric perforated appendicitis improves outcomes","year":2017,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital","funders":"","keywords":"Medicine; Standardization; Prospective cohort study; Appendicitis; Retrospective cohort study; Abscess; Cohort study; Cohort; Emergency medicine; Surgery; Internal medicine","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":[0.0008151869,0.0001714463,0.0008912064,0.0006016556,0.0002131939,0.00005522316,0.0001764952,0.00009824336,0.0000710792],"category_scores_gemma":[0.001773912,0.0001331523,0.0005562601,0.0001489628,0.00003948197,0.0002913567,0.00005599504,0.0001387714,0.00000292576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008899472,"about_ca_system_score_gemma":0.0003688761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001900256,"about_ca_topic_score_gemma":0.000004458482,"domain_scores_codex":[0.9980644,0.00002972338,0.0009353803,0.0001576282,0.000562482,0.000250368],"domain_scores_gemma":[0.9959676,0.0004609174,0.002114679,0.0003240308,0.0009773152,0.0001554279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002506632,0.0001557815,0.9490393,0.0009503038,0.000143275,0.00007308884,0.0001655081,0.00002550258,0.00004582201,0.00002895442,0.0344331,0.01468868],"study_design_scores_gemma":[0.003051326,0.0008631648,0.9859922,0.0001150939,0.002310896,0.00002950547,0.0006553242,0.00003300399,0.0006976354,0.00007226936,0.005938439,0.0002411748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884717,0.004533682,0.003513609,0.0006173412,0.001901343,0.0005073089,0.00006657981,0.00001448272,0.0003739297],"genre_scores_gemma":[0.9877399,0.008057249,0.0008173664,0.00007939629,0.003156414,0.00001094474,0.00001927835,0.00003075301,0.00008871701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03695285,"threshold_uncertainty_score":0.5429795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622460928220942,"score_gpt":0.3086884783933613,"score_spread":0.2824638691111518,"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."}}