{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006607758,0.0003152451,0.0003034715,0.001001998,0.0003009017,0.000885025,0.0003639459,0.0006521399,0.001273536],"category_scores_gemma":[0.005070103,0.0002312031,0.0005358656,0.001479854,0.0003679899,0.0007865169,0.000702331,0.0009542306,0.0002200706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003463482,"about_ca_system_score_gemma":0.0006178381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001666541,"about_ca_topic_score_gemma":0.002242998,"domain_scores_codex":[0.9992892,0.000184948,0.0001131695,0.00009247554,0.0001335265,0.0001867153],"domain_scores_gemma":[0.9962627,0.0008417891,0.002057306,0.0001287974,0.0002465804,0.0004627432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002459702,0.00001341941,0.9993472,0.000002024302,0.00001072417,0.00004411965,0.000009476829,0.00003524594,0.00003241172,0.000009709053,0.0000210023,0.0004500904],"study_design_scores_gemma":[0.000002369074,0.00006096331,0.9987859,0.000007616364,0.00001700364,0.0003933759,0.0001576793,0.0004040926,0.00005888403,0.0000487574,0.00006065318,0.000002823763],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990182,0.0002885815,0.00009757808,0.00008609954,0.000007429266,0.000004311493,0.0001323606,0.000002833812,0.0003626742],"genre_scores_gemma":[0.999482,0.0001349672,0.0001114931,0.00001280342,0.00001273908,0.000003556138,0.000198097,0.000001845638,0.00004257786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001666541,"threshold_uncertainty_score":0.004260421,"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."}}