{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02555193,0.003600497,0.003560754,0.002120818,0.002694363,0.001317526,0.002699138,0.003116198,0.02509287],"category_scores_gemma":[0.0161068,0.001946802,0.001495359,0.003035743,0.001678723,0.001364101,0.001697624,0.001856217,0.005049329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001896277,"about_ca_system_score_gemma":0.005787905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002185608,"about_ca_topic_score_gemma":0.002825038,"domain_scores_codex":[0.9841897,0.01118304,0.001920132,0.001247694,0.0007975756,0.0006618879],"domain_scores_gemma":[0.9908885,0.001740129,0.001652894,0.001975482,0.002708092,0.001034906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5242053,0.04288387,0.0886614,0.03370028,0.004020056,0.003125185,0.003431673,0.008700082,0.02336644,0.01309178,0.1532075,0.1016065],"study_design_scores_gemma":[0.3332863,0.08632661,0.2456617,0.008200846,0.002922257,0.001984533,0.002154283,0.01053033,0.005891833,0.007154484,0.2951933,0.0006935668],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01143261,0.0005140706,0.00766745,0.0002108198,0.0002500395,0.9711682,0.007098773,0.0001680422,0.001490104],"genre_scores_gemma":[0.006072907,0.0001399822,0.006005583,0.0001559652,0.00004434267,0.9853929,0.001749871,0.00001108856,0.0004274334],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02555193,"threshold_uncertainty_score":0.1351331,"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."}}