{"id":"W4385293992","doi":"10.1093/bjs/znad240","title":"Appendiceal neoplasms in patients treated with antibiotics for acute appendicitis: secondary analysis of the CODA randomized clinical trial","year":2023,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; Patient-Centered Outcomes Research Institute","keywords":"Medicine; Randomized controlled trial; Acute appendicitis; Coda; Appendicitis; Clinical trial; Antibiotics; General surgery; Internal medicine","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":[0.004462298,0.0001736574,0.002501026,0.0008836533,0.00007329911,0.00004241041,0.0001708983,0.0001285176,0.0001007613],"category_scores_gemma":[0.0008486493,0.0001277625,0.00155531,0.001606174,0.0002536282,0.0001229986,0.00006280359,0.0003604925,0.000002463278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005182782,"about_ca_system_score_gemma":0.0002350353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001278915,"about_ca_topic_score_gemma":0.00009752554,"domain_scores_codex":[0.9961687,0.000428235,0.002155281,0.0002415176,0.0006652747,0.0003409463],"domain_scores_gemma":[0.9955198,0.002395787,0.001443862,0.0002053385,0.0002840558,0.0001511777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2448921,0.00117114,0.694341,0.00008987379,0.01006924,0.001041683,0.00003731656,0.000042658,0.000002675683,0.00002097458,0.01175861,0.0365327],"study_design_scores_gemma":[0.3227802,0.0005432427,0.6678215,0.0009004889,0.007042914,0.00008387176,0.00008264447,0.0001757158,0.00003567608,0.00001181768,0.0004047653,0.0001172088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970657,0.0001968095,0.00009965311,0.0002490206,0.0006124591,0.0014237,0.0001749427,0.00001523185,0.0001625416],"genre_scores_gemma":[0.9962873,0.002812961,0.0001067276,0.0002759135,0.0001419971,0.000008566057,0.0002302179,0.00003092306,0.0001053704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07788808,"threshold_uncertainty_score":0.5210003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03601185199081285,"score_gpt":0.3239702515642248,"score_spread":0.2879583995734119,"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."}}