{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01954276,0.001070705,0.0007570625,0.001274356,0.0006711432,0.002225312,0.001265099,0.001001047,0.002041121],"category_scores_gemma":[0.04506219,0.0005167508,0.001092607,0.0006986001,0.0009028079,0.002087585,0.00164949,0.0008777149,0.0004555859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001178508,"about_ca_system_score_gemma":0.001650961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009395598,"about_ca_topic_score_gemma":0.001905218,"domain_scores_codex":[0.9895729,0.007533527,0.0009505404,0.0006559613,0.0009645106,0.0003224968],"domain_scores_gemma":[0.9469072,0.04479758,0.0009654104,0.001390596,0.004970718,0.0009685135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003433189,0.01370161,0.05797624,0.01831524,0.0004972921,0.003611809,0.1466049,0.004325274,0.02791692,0.002451133,0.0160456,0.7051208],"study_design_scores_gemma":[0.007306159,0.08389062,0.2831973,0.01488253,0.00322503,0.01839371,0.1863478,0.07110478,0.05381899,0.005514485,0.2703496,0.001968999],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9647159,0.0006666344,0.02343702,0.000503009,0.0001092723,0.006048476,0.0003625346,0.0005205653,0.003636661],"genre_scores_gemma":[0.7593926,0.001020225,0.2288491,0.000642949,0.00004546556,0.005837325,0.0007280135,0.0001660625,0.003318355],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01954276,"threshold_uncertainty_score":0.1033533,"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."}}