{"id":"W2560952688","doi":"10.1089/sur.2016.184","title":"Age and Its Impact on Outcomes with Intra-Abdominal Infection","year":2016,"lang":"en","type":"article","venue":"Surgical Infections","topic":"Appendicitis Diagnosis and Management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Intensive care medicine; 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":[0.0001001398,0.0001390209,0.0002318981,0.0001349385,0.0001023691,0.00002045435,0.0000150965,0.00005420416,0.0008414574],"category_scores_gemma":[0.00005218955,0.0000646448,0.00009463553,0.000138088,0.00006214989,0.00008872568,0.00002276836,0.0001028504,0.0001386572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009004135,"about_ca_system_score_gemma":0.00001758076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001215852,"about_ca_topic_score_gemma":0.00006931457,"domain_scores_codex":[0.9993068,0.00003138462,0.0001312563,0.0001993688,0.000142177,0.0001890029],"domain_scores_gemma":[0.9994499,0.0001885254,0.00003802222,0.0001233831,0.00003536757,0.0001648006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000335048,0.001129698,0.9378848,0.00003693339,0.0003805411,0.0007159752,0.00003647805,0.00001652033,0.0002990755,0.01623215,0.002743964,0.0401888],"study_design_scores_gemma":[0.002678717,0.002007918,0.9614053,0.0001452103,0.0001162754,0.0002418566,0.00000478351,0.00001209542,0.0002983014,0.0001532013,0.032808,0.0001283068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829176,0.00002449776,0.000303442,0.002152682,0.0001046216,0.0003195491,0.000007478523,0.00009828417,0.01407182],"genre_scores_gemma":[0.9981883,0.000313459,0.0000148623,0.0002043544,0.00009529671,0.00006459789,0.000004690976,0.00001339382,0.001101116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04006049,"threshold_uncertainty_score":0.9213368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01941184385683913,"score_gpt":0.3298611694790347,"score_spread":0.3104493256221956,"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."}}