{"id":"W2770917143","doi":"10.1016/j.jpedsurg.2017.11.023","title":"Risk stratification in pediatric perforated appendicitis: Prospective correlation with outcomes and resource utilization","year":2017,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Medicine; Risk stratification; Appendicitis; Stratification (seeds); Prospective cohort study; General surgery; Internal medicine","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":[0.00108951,0.0001463006,0.0004281762,0.000632059,0.0001985424,0.00009220465,0.00007530947,0.0000833078,0.00003022765],"category_scores_gemma":[0.000863753,0.0001095193,0.00007548073,0.0002560779,0.00004374955,0.0004264319,0.00002593348,0.0002845606,0.000004508532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009013147,"about_ca_system_score_gemma":0.0001577377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004546481,"about_ca_topic_score_gemma":0.0000297224,"domain_scores_codex":[0.9985067,0.00007922446,0.0006186447,0.0001936024,0.000428121,0.000173714],"domain_scores_gemma":[0.9974864,0.0003246985,0.001647484,0.0002227443,0.0002065195,0.0001122257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002073108,0.0001777713,0.9909787,0.00006301972,0.0000378616,0.0001086906,0.0001450059,0.00007555615,0.000001032692,0.00005594951,0.002772445,0.005376684],"study_design_scores_gemma":[0.001423503,0.0002168464,0.9968935,0.00004926283,0.0005206426,0.00003516684,0.0002528421,0.0002890075,0.00001063945,0.00009967971,0.00009724955,0.0001117092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964756,0.0009113787,0.0009228511,0.0004122053,0.0001980339,0.0003740445,0.000003829828,0.00001265612,0.0006893745],"genre_scores_gemma":[0.9923263,0.006519204,0.0002032578,0.00003803832,0.0008022235,0.000009981052,0.00001318033,0.00001864109,0.00006914498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005914779,"threshold_uncertainty_score":0.4466069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0313431305044501,"score_gpt":0.2839911844775523,"score_spread":0.2526480539731022,"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."}}