{"id":"W2079196957","doi":"10.1016/j.jpedsurg.2005.01.054","title":"Ten-year experience with pediatric laparoscopic appendectomy—are we getting better?","year":2005,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster Children's Hospital","funders":"","keywords":"Medicine; Incidence (geometry); Abscess; Anesthetic; Appendicitis; Surgery; Acute appendicitis; Anesthesia; Retrospective cohort study; General surgery","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":[0.0006912556,0.0002605061,0.000764466,0.0007902308,0.0001090092,0.00005585365,0.0001766413,0.00009664919,0.0004104997],"category_scores_gemma":[0.0002220166,0.0001919495,0.00028197,0.0007026747,0.00003820893,0.0003716848,0.00006775199,0.0004181065,0.00006765024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001425844,"about_ca_system_score_gemma":0.0002324546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006508247,"about_ca_topic_score_gemma":0.000003140421,"domain_scores_codex":[0.9973117,0.00006446394,0.0009239804,0.0002779362,0.0009281152,0.0004937885],"domain_scores_gemma":[0.9976156,0.0004538357,0.00109509,0.0002780003,0.0002202024,0.0003372743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009423637,0.0002644931,0.8872622,0.0001501187,0.00005274963,0.000620648,0.0002311776,0.00002397434,0.000009856803,0.000006265426,0.1064095,0.00487481],"study_design_scores_gemma":[0.004668971,0.0006780596,0.9394305,0.0004087982,0.001675358,0.0006025836,0.002506076,0.00003567326,0.0005907407,0.00003109161,0.04858627,0.0007858272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897822,0.004751579,0.0001809322,0.004018478,0.0005749334,0.0002008348,0.000002946119,0.00004189488,0.0004462271],"genre_scores_gemma":[0.9727464,0.01004559,0.002049136,0.001069068,0.01386571,0.00001388318,0.000002636922,0.00004498652,0.0001626467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05782321,"threshold_uncertainty_score":0.7827474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02553769484792453,"score_gpt":0.2752065677020664,"score_spread":0.2496688728541418,"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."}}