{"id":"W4414980777","doi":"10.14740/gr2055","title":"Characterizing Patterns of Care for Diverticulitis Within the Contemporary Health System","year":2025,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diverticulitis; Health care; Health care delivery; Healthcare system; Outpatient clinic; Patient care","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":[0.0004998168,0.00007225099,0.0002672263,0.0001404017,0.0002464264,0.00001334597,0.0001969615,0.00003438904,0.000005063805],"category_scores_gemma":[0.00006502948,0.00005087393,0.000105564,0.0001181958,0.0001349479,0.00002688739,0.0001413275,0.0001802167,0.000005179919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009502504,"about_ca_system_score_gemma":0.000295788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001734723,"about_ca_topic_score_gemma":0.00004907693,"domain_scores_codex":[0.9987164,0.0002776413,0.0002870822,0.000210394,0.0002020827,0.0003064745],"domain_scores_gemma":[0.9989166,0.00009843557,0.00006506842,0.0004042688,0.0004210609,0.00009455536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001240125,0.000154683,0.9854343,0.002185084,0.000243394,0.000009037838,0.001252577,0.000001065577,0.001270966,0.005414089,0.002088209,0.0007064592],"study_design_scores_gemma":[0.00197252,0.001014453,0.982408,0.0008803377,0.00005489737,0.00002247573,0.01116632,0.0002075877,0.0008160159,0.00003674463,0.001388595,0.00003207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788558,0.0007946083,0.00214738,0.0158038,0.0001162186,0.00154399,0.0001752626,0.00003114095,0.000531742],"genre_scores_gemma":[0.9978739,0.00001249054,0.00006599689,0.001386521,0.000035929,0.000381329,0.0001037356,0.000007399225,0.0001326834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01901806,"threshold_uncertainty_score":0.2074579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05900591687070196,"score_gpt":0.3734384912957235,"score_spread":0.3144325744250216,"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."}}