{"id":"W4414486060","doi":"10.22541/au.175868487.76800218/v1","title":"A Multi-Biomarker Prediction Model Integrating Genetics, Hematological Indices, and Fibrosis Stage to Forecast Non-Response in HCV Genotype 4","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Hepatitis C virus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Biotechnology Research Institute","funders":"","keywords":"Genotype; Hepatitis C virus; Stage (stratigraphy); Hepatitis C; Fibrosis; Hepacivirus; Virus","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004138792,0.00108684,0.001585432,0.001551535,0.0004778565,0.001143421,0.001053494,0.001099755,0.001801301],"category_scores_gemma":[0.003611282,0.0003961312,0.001342401,0.0006572069,0.0002995412,0.000430715,0.0006671647,0.001395924,0.0003477159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007651319,"about_ca_system_score_gemma":0.00179317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01317331,"about_ca_topic_score_gemma":0.006291366,"domain_scores_codex":[0.999286,0.0003388509,0.00005029825,0.0001323177,0.00005857905,0.0001339819],"domain_scores_gemma":[0.9974802,0.001764481,0.0002157417,0.00005165411,0.0003177821,0.0001702619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003656592,0.001380285,0.242772,0.0001753651,0.001024061,0.0004823634,0.0001547212,0.6606939,0.001716777,0.0006078641,0.004364715,0.0829713],"study_design_scores_gemma":[0.0000467565,0.0002294064,0.006338093,0.00002126436,0.00008367623,0.00004776863,0.00001967562,0.9927367,0.00008758004,0.0002633232,0.0001139594,0.00001191126],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9258526,0.002371949,0.06563363,0.002254904,0.0002639453,0.0002001509,0.001365664,0.0005781988,0.001479037],"genre_scores_gemma":[0.9913816,0.0002193334,0.006600998,0.0001374464,0.0000698757,0.0001139146,0.0006892211,0.0000125725,0.0007751862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01317331,"threshold_uncertainty_score":0.02619326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08621293484653218,"score_gpt":0.379982115946652,"score_spread":0.2937691811001198,"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."}}