{"id":"W2063333755","doi":"10.1016/j.jhep.2014.10.042","title":"An extension of STARD statements for reporting diagnostic accuracy studies on liver fibrosis tests: The Liver-FibroSTARD standards","year":2014,"lang":"en","type":"article","venue":"Journal of Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Victoria Hospital; University of Calgary; McGill University Health Centre; Royal Victoria Regional Health Centre","funders":"","keywords":"Liver fibrosis; Extension (predicate logic); Medicine; Medical physics; Internal medicine; Fibrosis; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001521325,0.0001889541,0.0008090326,0.0001291167,0.0001369564,0.00001507397,0.0001173896,0.00006411906,0.00003069714],"category_scores_gemma":[0.01266929,0.0001063457,0.0002779482,0.00008150088,0.0001278094,0.000174585,0.00004370647,0.0001448682,0.000002240319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002115946,"about_ca_system_score_gemma":0.0002580826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004310568,"about_ca_topic_score_gemma":0.00002707516,"domain_scores_codex":[0.9973455,0.0002161115,0.001445892,0.0002184199,0.0005272446,0.0002468103],"domain_scores_gemma":[0.9914658,0.003767841,0.002704049,0.0003702422,0.001530743,0.0001613387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004198385,0.002517668,0.9403387,0.0008263279,0.002080359,0.0009113767,0.002391862,0.0001933066,0.00197662,0.0004263174,0.01488464,0.02925438],"study_design_scores_gemma":[0.01116362,0.04103786,0.8772823,0.003231279,0.004920254,0.0008620556,0.003049704,0.001369447,0.04442187,0.001794278,0.01042326,0.00044403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931787,0.004598111,0.0001519624,0.001076218,0.0003584028,0.0005278228,0.00007707589,0.000009893503,0.0000218021],"genre_scores_gemma":[0.9947446,0.002987494,0.001505755,0.0005279933,0.0001664481,0.00002721173,0.0000122226,0.0000212981,0.000006992115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06305642,"threshold_uncertainty_score":0.9956474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07463597310459998,"score_gpt":0.424550754996946,"score_spread":0.349914781892346,"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."}}