{"id":"W4400389572","doi":"10.2196/59952","title":"Decision Aid for Colectomy in Recurrent Diverticulitis: Development and Usability Study","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health","keywords":"Diverticulitis; Medicine; Diverticular disease; General surgery; Colectomy; Preprint; Internal medicine; Disease; Computer science; Ulcerative colitis; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008929239,0.00008504101,0.0001537496,0.0002715449,0.0001664734,0.00008798308,0.00008156629,0.00003040853,0.00003924399],"category_scores_gemma":[0.0001562473,0.00006486117,0.00003989448,0.0005268573,0.00007876593,0.0001690693,0.0001664114,0.0002106632,0.00008025981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002674816,"about_ca_system_score_gemma":0.0002517308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001267523,"about_ca_topic_score_gemma":0.00004609488,"domain_scores_codex":[0.9985953,0.00009857432,0.0002572385,0.0002724994,0.0004933546,0.000283008],"domain_scores_gemma":[0.9990469,0.0003703897,0.0000098353,0.0001866899,0.0002307913,0.0001554055],"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":[0.001745502,0.006759797,0.1224143,0.001670568,0.0002662458,0.00008427141,0.05374854,0.000001897636,0.0001678929,0.003328235,0.008748397,0.8010644],"study_design_scores_gemma":[0.00244242,0.001179728,0.9440646,0.0006641154,0.00002335454,0.000007531089,0.005013715,0.002971631,0.0004587718,0.001965584,0.04108202,0.0001265163],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948868,0.0007744415,0.0007282671,0.0003535137,0.00005269642,0.002647191,0.00001443426,0.00003322047,0.0005095032],"genre_scores_gemma":[0.9972958,0.00002250828,0.0005017637,0.00002003351,0.00001823055,0.002036548,0.00002176194,0.00000757601,0.00007580961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8216503,"threshold_uncertainty_score":0.2644962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08518903785875773,"score_gpt":0.4537081712806038,"score_spread":0.3685191334218461,"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."}}