{"id":"W1927653545","doi":"","title":"Appendectomies in rural hospitals. Safe whether performed by specialist or GP surgeons.","year":2003,"lang":"en","type":"article","venue":"PubMed","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Telus (Canada)","funders":"","keywords":"Medicine; Triage; Perforation; Laparotomy; Comorbidity; General surgery; Academic institution; Rural area; Emergency medicine; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005501397,0.0002084639,0.0004142883,0.0001555944,0.00006025048,0.00004507442,0.0001026206,0.00008743047,0.002267682],"category_scores_gemma":[0.0003257408,0.0001600758,0.00009670491,0.0002674505,0.00008820628,0.0001214081,0.00004210305,0.0001654842,0.0001158281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002049042,"about_ca_system_score_gemma":0.00004016455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000315617,"about_ca_topic_score_gemma":0.0004591755,"domain_scores_codex":[0.998316,0.00006304368,0.000355541,0.0002829443,0.0003298284,0.0006526545],"domain_scores_gemma":[0.9993184,0.00007889944,0.00008152066,0.0002839621,0.00002868972,0.0002085805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002947824,0.0006252947,0.5710585,0.0001050398,0.0001253818,0.0001790633,0.0002475771,0.000001088207,0.00002096261,0.003530124,0.3226456,0.1011666],"study_design_scores_gemma":[0.002200429,0.00005442878,0.7087637,0.00003836421,0.00004053377,0.00001587401,0.0005707619,0.000002569844,0.0007900838,0.0001166192,0.2872069,0.000199747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8854803,0.0007321016,0.00001289225,0.002547869,0.0004275916,0.001812651,0.00001372641,0.0000594777,0.1089133],"genre_scores_gemma":[0.9809921,0.0007966086,0.00005839154,0.001283549,0.00008464835,0.001505229,0.00004031398,0.00003598999,0.01520321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1377053,"threshold_uncertainty_score":0.9986444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626466852422543,"score_gpt":0.2375530133068196,"score_spread":0.2212883447825942,"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."}}