{"id":"W639448762","doi":"10.14264/240508","title":"Host factors influencing disease progression and response to treatment in chronic liver disease","year":2002,"lang":"en","type":"dissertation","venue":"The University of Queensland","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Steatosis; Fibrosis; Biology; Gene expression; Endocrinology; Fatty liver; Tumor necrosis factor alpha; Internal medicine; Inflammation; Medicine; Gene; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005823982,0.0002444304,0.0003307334,0.0002096154,0.0001349,0.00001074382,0.00008299536,0.00007339696,0.0001284104],"category_scores_gemma":[0.00003371691,0.0001722039,0.0001299149,0.0001219628,0.00006475957,0.00005468462,0.00003299513,0.00009221019,0.00001718859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007159416,"about_ca_system_score_gemma":0.0004307543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001130085,"about_ca_topic_score_gemma":0.001084114,"domain_scores_codex":[0.9990308,0.0001127581,0.0001225302,0.0003181595,0.0002306605,0.0001850485],"domain_scores_gemma":[0.9989672,0.0001225399,0.0001002908,0.0003103938,0.00005574574,0.0004437844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03490246,0.001539214,0.9180483,0.001035659,0.0005219715,0.003107794,0.03136211,0.0000420009,0.0003639366,0.00002526064,0.0005199134,0.008531425],"study_design_scores_gemma":[0.002123858,0.0005462558,0.9918296,0.001388104,0.001059265,6.365169e-7,0.001389327,0.00006037072,0.0001201058,0.000004485052,0.001320963,0.000157002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992801,0.005170808,2.864935e-7,0.0004365268,0.00003306076,0.001222242,0.0001595578,0.00001930399,0.0001572906],"genre_scores_gemma":[0.994718,0.002104809,0.00001208336,0.00002004429,0.00002271601,0.000004964085,0.0002729484,0.00001750205,0.002826973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07378137,"threshold_uncertainty_score":0.7022271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551991080652567,"score_gpt":0.2580134534545159,"score_spread":0.2424935426479902,"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."}}