{"id":"W2012283576","doi":"10.1016/j.jamcollsurg.2014.07.798","title":"The effect of an acute care surgery service on the management of appendicitis","year":2014,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; Acute appendicitis; General surgery; Appendicitis","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":[0.001807929,0.0001842803,0.0009076369,0.0001535959,0.0001609224,0.000007611765,0.0005570736,0.00002488491,0.00003684867],"category_scores_gemma":[0.0001057651,0.00008252561,0.0005399732,0.0006676925,0.0003672791,0.00004667335,0.0001648045,0.0002126685,0.000002388345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006077995,"about_ca_system_score_gemma":0.0000605259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002539526,"about_ca_topic_score_gemma":0.00006471739,"domain_scores_codex":[0.9975355,0.0004886339,0.0007710865,0.0001310062,0.0008287089,0.0002451071],"domain_scores_gemma":[0.9952233,0.001817257,0.001888995,0.000730156,0.0002414222,0.0000988557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01617401,0.002521645,0.3365573,0.005159352,0.02311333,0.001252071,0.0020675,0.001197879,0.005529425,0.02547823,0.2288737,0.3520755],"study_design_scores_gemma":[0.00428429,0.0118491,0.8305843,0.006198266,0.005777024,0.0003935506,0.01874517,0.0002173218,0.04642724,0.0002682329,0.07479236,0.0004631737],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879214,0.0001924349,0.00002050098,0.008511573,0.0003197257,0.000539355,0.00006825065,0.000004932188,0.002421838],"genre_scores_gemma":[0.9982572,0.0008160917,0.00007826511,0.0006418467,0.00005336406,0.00001312951,0.000002171201,0.00002344937,0.000114494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4940269,"threshold_uncertainty_score":0.3365297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007818058416887236,"score_gpt":0.2546032995772743,"score_spread":0.2467852411603871,"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."}}