{"id":"W4205136540","doi":"10.1001/jamasurg.2021.6900","title":"Patient Factors Associated With Appendectomy Within 30 Days of Initiating Antibiotic Treatment for Appendicitis","year":2022,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Academic Health Science Network","funders":"","keywords":"Medicine; Appendicitis; General surgery; Antibiotics; Acute appendicitis; MEDLINE; Intensive care medicine; Internal medicine; Microbiology","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":[0.0004414591,0.0002542657,0.0007592852,0.0002881183,0.0002499362,0.00002311517,0.00006539614,0.00005700919,0.0005692099],"category_scores_gemma":[0.0002984384,0.0002015599,0.0002561777,0.0003316959,0.00005708442,0.00008505359,0.00009090738,0.0001427041,0.000003388765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004175127,"about_ca_system_score_gemma":0.000175157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002087682,"about_ca_topic_score_gemma":0.00002019748,"domain_scores_codex":[0.9979506,0.0001203307,0.0005904132,0.0003803401,0.0005605845,0.0003976891],"domain_scores_gemma":[0.9979419,0.0009685085,0.0005993204,0.0002796366,0.00008582758,0.0001248317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00043371,0.002816908,0.9578255,0.0002733632,0.001445112,0.0003557236,0.002793801,0.0003291191,0.0004355073,0.0005460923,0.01262767,0.02011752],"study_design_scores_gemma":[0.01386715,0.0122769,0.8758148,0.002255624,0.001829463,0.0000711508,0.02755567,0.001364166,0.04221813,0.0001600673,0.02117721,0.001409694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960713,0.0001765834,0.00008849777,0.0002593603,0.0002878913,0.001311423,0.000319023,0.00008211652,0.001403825],"genre_scores_gemma":[0.9980329,0.00002980914,0.0001125035,0.0004424665,0.00004432612,0.0001931578,0.001003976,0.00005752206,0.00008332331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08201069,"threshold_uncertainty_score":0.8219375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05481433188653525,"score_gpt":0.2684119538926276,"score_spread":0.2135976220060923,"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."}}