{"id":"W2416587472","doi":"10.1503/cjs.012915","title":"Diverticulitis in immunosuppressed patients: A fatal outcome requiring a new approach?","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Diverticulitis; General surgery; Outcome (game theory); Intensive care medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000153498,0.00008541116,0.0002692144,0.0003908142,0.00004120493,0.00002381401,0.0001005227,0.00003246927,0.0003005129],"category_scores_gemma":[0.0005484207,0.00006006905,0.0001664177,0.000177745,0.00005088701,0.0002288631,0.00001171761,0.00008928708,0.00003577444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002059008,"about_ca_system_score_gemma":0.001214757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00182907,"about_ca_topic_score_gemma":0.0004238621,"domain_scores_codex":[0.9989977,0.00003028646,0.0004430934,0.0001045765,0.0001620155,0.0002623371],"domain_scores_gemma":[0.9986286,0.0000903945,0.0001110145,0.0001923117,0.0001503375,0.0008273755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005605239,0.00007706159,0.9814354,0.00001826147,0.00005561073,0.0002562528,0.00009293101,0.00000119261,0.0002674853,0.00008308262,0.007705087,0.009951539],"study_design_scores_gemma":[0.001220626,0.00003376423,0.9921014,0.0003619053,0.00006122937,0.00008948178,0.00005379518,0.000003217476,0.0000966193,0.0001011988,0.005781074,0.00009571753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959015,0.0004877372,0.0005240467,0.001757907,0.0002094264,0.000104292,0.00002211257,0.000005181629,0.0009878358],"genre_scores_gemma":[0.9990735,0.00002000988,0.0001247551,0.0003704828,0.00008586658,0.000002969509,0.000007740442,0.00001089555,0.0003037833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01066593,"threshold_uncertainty_score":0.3290405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06166030724588453,"score_gpt":0.252737494561822,"score_spread":0.1910771873159375,"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."}}