{"id":"W2800700514","doi":"10.1136/bmj.k2734","title":"Tests for diagnosing and monitoring non-alcoholic fatty liver disease in adults","year":2018,"lang":"en","type":"article","venue":"BMJ","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Fatty liver; Alcoholic liver disease; Medicine; Disease; Alcoholic fatty liver; Internal medicine; Gastroenterology; Cirrhosis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00006418202,0.0001080101,0.0001496445,0.00006226993,0.00005895802,0.0000177466,0.00002888257,0.00003112332,0.00001384398],"category_scores_gemma":[0.0001463074,0.0000898697,0.00005146314,0.00006907701,0.00004578523,0.00007205225,0.0000315868,0.00003406027,0.00002332961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005742228,"about_ca_system_score_gemma":0.00004708809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001869833,"about_ca_topic_score_gemma":0.00002826475,"domain_scores_codex":[0.999315,0.00001039702,0.0001371566,0.0002362163,0.0001069479,0.0001943433],"domain_scores_gemma":[0.9993577,0.0001297408,0.00003437488,0.0001761553,0.00006233457,0.0002396683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003146517,0.0003821257,0.986242,0.0001667433,0.00003015812,0.0001411296,0.0003841633,5.051956e-7,0.00003149269,0.00001452562,0.0009763121,0.01131619],"study_design_scores_gemma":[0.002776092,0.0002272282,0.9936905,0.001106101,0.0001242,0.000002735515,0.00003406596,0.0004300901,0.001172065,0.00003476646,0.0003049888,0.00009719878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965572,0.001116859,0.000009642932,0.0007835646,0.000154576,0.001152596,0.00002339617,0.00002216299,0.0001800218],"genre_scores_gemma":[0.9974361,0.0002411034,0.0007227894,0.0001643919,0.0008943275,0.0004742383,0.00001359376,0.00001650758,0.00003694613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01121899,"threshold_uncertainty_score":0.366478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03550402683016114,"score_gpt":0.3453880019847476,"score_spread":0.3098839751545864,"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."}}