{"id":"W2107490684","doi":"10.1111/j.1442-200x.2012.03669.x","title":"Pediatric surgery triage: Problems and improvements","year":2012,"lang":"en","type":"article","venue":"Pediatrics International","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Triage; Emergency department; Emergency surgery; Abdominal pain; Vomiting; Pediatric surgery; Retrospective cohort study; Emergency medicine; Pediatrics; General surgery; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004871039,0.0001167214,0.000168045,0.0003189283,0.00004606399,0.00003324435,0.000070036,0.0000535778,0.0004519178],"category_scores_gemma":[0.0002431513,0.0001062814,0.0000748275,0.000160073,0.00001684732,0.0002042267,0.0001223987,0.0001151,0.00008220058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006999591,"about_ca_system_score_gemma":0.00002837567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002695543,"about_ca_topic_score_gemma":0.000001105644,"domain_scores_codex":[0.9988136,0.00001397768,0.0002896716,0.0001820909,0.0004352698,0.0002653614],"domain_scores_gemma":[0.9993414,0.0001538571,0.0001272438,0.0001150313,0.00007941588,0.0001830343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001580379,0.0002998964,0.9549253,0.00008970873,0.00003370314,0.000006675071,0.00007179816,7.869236e-7,0.000009697983,0.0008839369,0.03710317,0.006559537],"study_design_scores_gemma":[0.001428712,0.00005332592,0.9229839,0.000009990059,0.0002180862,0.00002231057,0.0000384206,0.00007799789,0.00003136969,0.0001590686,0.0748029,0.0001738537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863068,0.002306676,0.0004178504,0.001152658,0.002112464,0.0003904662,0.00002697364,0.00006303399,0.007223003],"genre_scores_gemma":[0.9882042,0.005672682,0.0003860903,0.0007267377,0.004049866,0.00006756958,0.000106247,0.00001888158,0.0007676715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03769973,"threshold_uncertainty_score":0.4948183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03757463407268647,"score_gpt":0.2912301220925467,"score_spread":0.2536554880198602,"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."}}