{"id":"W4401092562","doi":"10.14300/mnnc.2024.19029","title":"Significant fibrosis in chronic liver diseases: possibilities of noninvasive screening","year":2024,"lang":"en","type":"article","venue":"Medical news of the North Caucasus","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Medicine; Liver fibrosis; Fibrosis; 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":[0.000125457,0.0001788042,0.0004425354,0.000116384,0.00003274524,0.00001170326,0.0002136343,0.00008354815,0.0005081711],"category_scores_gemma":[0.0003574916,0.0001057697,0.000372895,0.0003566602,0.0003421571,0.00005986534,0.00014623,0.00020931,0.00001312681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002197158,"about_ca_system_score_gemma":0.001093091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002489913,"about_ca_topic_score_gemma":0.0008660453,"domain_scores_codex":[0.9980184,0.00009005288,0.000467667,0.0003143704,0.0008441751,0.0002652765],"domain_scores_gemma":[0.9986631,0.000457382,0.00008144163,0.0004273544,0.00006972983,0.0003010136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002942516,0.0009446853,0.9531785,0.002492065,0.0005625443,0.001324405,0.001399485,0.00006139476,0.0001261569,0.0002109105,0.002478305,0.03692732],"study_design_scores_gemma":[0.001770526,0.0005785758,0.9881369,0.004062307,0.000756921,0.0000193055,0.0004216822,0.001060147,0.002267098,0.00008374878,0.0006923538,0.0001504473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864399,0.01083429,0.00001610058,0.001464906,0.0002220526,0.0005575778,0.000194594,0.00002916116,0.0002413544],"genre_scores_gemma":[0.9983565,0.0009141793,0.00005772494,0.000173842,0.0001748995,0.00005460874,0.00003490838,0.00002059702,0.0002127882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03677687,"threshold_uncertainty_score":0.5564117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01601702544618441,"score_gpt":0.2671320549147206,"score_spread":0.2511150294685362,"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."}}