{"id":"W2051743459","doi":"10.2147/ndt.s13917","title":"Risk factors for the development of depression in patients with hepatitis C taking interferon-&amp;alpha;","year":2011,"lang":"en","type":"article","venue":"Neuropsychiatric Disease and Treatment","topic":"Hepatitis C virus research","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Medicine; Depression (economics); Interferon; Identification (biology); Hepatitis C; Alpha interferon; Psychiatry; Chronic hepatitis; Bioinformatics; Immunology; Virus; Biology","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":[0.00005058121,0.0001572932,0.0001879748,0.0001370927,0.0001117972,0.000008447022,0.00006008521,0.00002320643,0.00004725232],"category_scores_gemma":[0.00005627632,0.00008261439,0.00005180365,0.0001566724,0.00004045639,0.00004504198,0.00003180644,0.00006344671,0.000002909019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006505803,"about_ca_system_score_gemma":0.0001397677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007053665,"about_ca_topic_score_gemma":0.0007439047,"domain_scores_codex":[0.9990186,0.00004700267,0.0002409143,0.00025897,0.0002313029,0.0002032224],"domain_scores_gemma":[0.9992804,0.0001055809,0.0001204929,0.0002503002,0.0000592173,0.0001839981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001624898,0.0009477833,0.8915931,0.0000342744,0.0001134741,0.000004059092,0.00107929,0.000001110868,0.000001091161,0.000003889924,0.00001518246,0.1045819],"study_design_scores_gemma":[0.003344857,0.0009720683,0.9947525,0.00005294143,0.0002299103,1.512484e-7,0.00003140515,0.00005240797,0.00005525192,0.000009326332,0.0004226293,0.0000765977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978801,0.0002746201,0.0002358975,0.00001900351,0.00006486844,0.001205421,0.00006388622,0.00001309867,0.0002430936],"genre_scores_gemma":[0.9977927,0.0002803043,0.001636642,0.00001960034,0.0000159002,0.0001514947,0.0000396495,0.00002308668,0.00004059001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1045053,"threshold_uncertainty_score":0.3368917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0476927309529183,"score_gpt":0.2912062224489596,"score_spread":0.2435134914960412,"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."}}