{"id":"W2054468993","doi":"10.1002/hep.24515","title":"Biomarkers of liver fibrosis: What lies beneath the receiver operating characteristic curve?","year":2011,"lang":"en","type":"review","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Liver fibrosis; Medicine; Fibrosis; Receiver operating characteristic; Intensive care medicine; Pathology; Medical physics; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000146668,0.000420225,0.00188867,0.0001338829,0.0000964143,0.00003331357,0.0002114224,0.0003067324,0.0007477733],"category_scores_gemma":[0.00007858734,0.0002344842,0.0006178729,0.0001626852,0.0002317226,0.0001115418,0.0001243016,0.0002125582,0.0002022652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009084026,"about_ca_system_score_gemma":0.0003186543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002826767,"about_ca_topic_score_gemma":0.00002120224,"domain_scores_codex":[0.9981784,0.0003272264,0.0006137652,0.000443325,0.0001344391,0.0003028796],"domain_scores_gemma":[0.9983475,0.0003737707,0.0004155543,0.0006275062,0.0001119325,0.0001237394],"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":[0.00004084375,0.0004422557,0.01087106,0.01335983,0.002660359,0.0002559703,0.00044619,4.727775e-9,5.57542e-7,0.0003710405,0.001494359,0.9700575],"study_design_scores_gemma":[0.0004742783,0.0003770306,0.005826433,0.0234128,0.00922861,0.0003390798,0.00009813727,0.00001254418,0.00001220059,0.00001073497,0.9598915,0.000316655],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001620783,0.9962944,9.150019e-7,0.0000815431,0.0003937737,0.001087989,0.0001101877,0.00002821579,0.0003822124],"genre_scores_gemma":[0.002998016,0.9957215,0.00009093642,0.0001638559,0.0001095479,0.0003964345,0.0003479025,0.00005003183,0.0001217983],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9697409,"threshold_uncertainty_score":0.9561988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07864983433280438,"score_gpt":0.3241653000099475,"score_spread":0.2455154656771431,"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."}}