{"id":"W4210297936","doi":"10.1097/ta.0000000000003513","title":"Destructive colon injuries requiring resection: Is colostomy ever indicated?","year":2022,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital","funders":"","keywords":"Colostomy; Sigmoid colon; Colonic Diseases; MEDLINE; Rectum","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":[0.0007024853,0.000190299,0.0003927765,0.0002499198,0.001232046,0.00004986401,0.0001161475,0.0001007881,0.0005340364],"category_scores_gemma":[0.0003218037,0.0001405837,0.0001684507,0.0003938868,0.0007062216,0.0003191547,0.0001002716,0.001046621,0.000004143956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002740125,"about_ca_system_score_gemma":0.0001808294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009250332,"about_ca_topic_score_gemma":0.00001779469,"domain_scores_codex":[0.998105,0.0003166456,0.0005368088,0.0001716646,0.0005930795,0.0002767476],"domain_scores_gemma":[0.9984323,0.000278475,0.0001877691,0.0001871093,0.0007218645,0.0001924213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08399479,0.002326912,0.5465001,0.003394653,0.002166478,0.0005079168,0.133082,0.00008357608,0.02135478,0.02140789,0.1335912,0.05158972],"study_design_scores_gemma":[0.006597646,0.0502178,0.632911,0.0005572189,0.003907274,0.01495692,0.09195857,0.00002947568,0.09539763,0.01793977,0.08447102,0.0010557],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925889,0.001562231,0.0001258867,0.003044636,0.0007453372,0.0002203971,0.00003088873,0.000029351,0.00165237],"genre_scores_gemma":[0.9981913,0.0002071959,0.00007090016,0.0008584922,0.0005163152,0.00001429558,0.000003422788,0.00002461804,0.0001134564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08641092,"threshold_uncertainty_score":0.9476025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02074203000231113,"score_gpt":0.3321134296253354,"score_spread":0.3113713996230243,"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."}}