{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006134885,0.0001288826,0.0002512381,0.0002638162,0.0001544651,0.0003683613,0.00007339399,0.0002227287,0.00163021],"category_scores_gemma":[0.001059522,0.00004440785,0.000175982,0.0002899562,0.0001613721,0.0001499445,0.0001314972,0.0003644764,0.0001607637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000231195,"about_ca_system_score_gemma":0.0002281905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003133995,"about_ca_topic_score_gemma":0.0005232448,"domain_scores_codex":[0.9996257,0.0001926257,0.00002751029,0.00002685411,0.00007957846,0.00004764484],"domain_scores_gemma":[0.9994341,0.000166072,0.0002487231,0.00002275488,0.00004831623,0.00007992688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008499239,0.0008098889,0.7953283,0.0006968713,0.0003319599,0.0006068947,0.0003883098,0.0008738441,0.04055402,0.0007320344,0.0007342915,0.1504443],"study_design_scores_gemma":[0.00007554796,0.002178375,0.9893482,0.00007664873,0.0001052762,0.000424568,0.0001327949,0.0006230223,0.003094875,0.0002344811,0.003695637,0.00001069851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977169,0.01722476,0.000575915,0.0005156899,0.00006369016,0.00006465742,0.0001898199,0.00001746133,0.004178859],"genre_scores_gemma":[0.995037,0.002962661,0.0005762677,0.0001160723,0.0001119458,0.00003846778,0.0001370428,0.000004283195,0.0010161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00163021,"threshold_uncertainty_score":0.005453646,"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."}}