{"id":"W4322584010","doi":"10.2196/44264","title":"The Fatty Liver, Cirrhosis, and Liver Cancer Study (TENDENCY): Protocol for a Multicenter Case-Control Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University Hospitals Coventry and Warwickshire NHS Trust","keywords":"Cirrhosis; Medicine; Hepatocellular carcinoma; Liver cancer; Urine; Nonalcoholic fatty liver disease; Internal medicine; Liver disease; Gastroenterology; Urinary system; Cancer; Fatty liver; Disease","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":[0.0008605409,0.0002786485,0.000282551,0.0001748713,0.0005983458,0.0002181358,0.0005826702,0.0001342094,0.00003335038],"category_scores_gemma":[0.0004532117,0.0001906306,0.00006202215,0.000632546,0.0002306886,0.0001895685,0.0003657773,0.0008009906,0.00003469373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002071271,"about_ca_system_score_gemma":0.00001818151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005465686,"about_ca_topic_score_gemma":0.0003654335,"domain_scores_codex":[0.997225,0.0002288517,0.0003770202,0.0005262944,0.0006190942,0.001023763],"domain_scores_gemma":[0.997654,0.001189534,0.000048683,0.0006851471,0.0002904118,0.0001321877],"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":[0.008596044,0.01086859,0.147126,0.009643134,0.001883865,0.008396191,0.01332829,0.002758233,0.07565337,0.0002550897,0.07470153,0.6467897],"study_design_scores_gemma":[0.09330206,0.02005962,0.1051714,0.003138674,0.00008429746,0.0001680098,0.04260709,0.1702883,0.07939696,0.001983028,0.4803581,0.003442514],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01381672,0.000009312575,0.00007014845,0.00008198926,0.000007155524,0.9849079,0.00004432246,0.00102459,0.00003781607],"genre_scores_gemma":[0.105888,0.000003228401,0.00009942329,0.00000492006,0.0000784502,0.8936509,3.83126e-7,0.00007296611,0.0002016914],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.6433471,"threshold_uncertainty_score":0.7773691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2068556988458746,"score_gpt":0.5185675226901227,"score_spread":0.3117118238442481,"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."}}