{"id":"W3111959252","doi":"10.17161/kjm.vol13.13838","title":"Guideline Adherence in Dyspepsia Investigation and Treatment","year":2020,"lang":"en","type":"article","venue":"Kansas Journal of Medicine","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Guideline; Ambulatory; Internal medicine; Family medicine; Alternative medicine; MEDLINE; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.0003046611,0.000105418,0.0003681584,0.000102391,0.00001420332,0.000003227181,0.00004429634,0.00003214687,0.0001489448],"category_scores_gemma":[0.0009459023,0.00006933344,0.00003359449,0.0001896353,0.0001685374,0.00007035366,0.000007850342,0.0001783036,0.000003313509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000045688,"about_ca_system_score_gemma":0.0001155201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008490474,"about_ca_topic_score_gemma":0.00003363827,"domain_scores_codex":[0.9989098,0.00004136235,0.0005942999,0.0001075721,0.0002360322,0.0001109502],"domain_scores_gemma":[0.9992175,0.00006148401,0.0001827716,0.0000659106,0.0001435323,0.0003288095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002901166,0.0003292321,0.8247004,0.0002577719,0.0001220094,0.001549629,0.01055935,0.0001533467,0.04045686,0.0002821478,0.01648034,0.1022078],"study_design_scores_gemma":[0.05680278,0.06103905,0.8271877,0.004242789,0.0008105661,0.005858329,0.01013467,0.00597632,0.00219426,0.003749278,0.02166195,0.0003423576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8736483,0.001453266,0.0008548542,0.1233297,0.00005864358,0.0001395702,6.877726e-7,0.000008090246,0.000506971],"genre_scores_gemma":[0.9911773,0.0002548569,0.0042185,0.004005629,0.0002959764,8.522375e-7,0.000003667722,0.000006595159,0.00003659635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.119324,"threshold_uncertainty_score":0.2827336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0688370289791674,"score_gpt":0.3107805262967414,"score_spread":0.241943497317574,"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."}}