{"id":"W3212334906","doi":"10.1111/jvh.13630","title":"Electronic nose versus quadrupole mass spectrometry for identifying viral hepatitis C patients","year":2021,"lang":"en","type":"article","venue":"Journal of Viral Hepatitis","topic":"Hepatitis C virus research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Lakehead University","funders":"","keywords":"Medicine; Gastroenterology; Hepatitis C; Internal medicine; Hepatitis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006798474,0.0003434898,0.0009178168,0.0005898044,0.0002262613,0.0001605107,0.0003275346,0.0002251421,0.0008839971],"category_scores_gemma":[0.001696328,0.0003411458,0.0006917954,0.0006335763,0.0001087115,0.0006706425,0.0001118309,0.0009963205,0.0001208769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001434552,"about_ca_system_score_gemma":0.001250033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000610043,"about_ca_topic_score_gemma":0.001068005,"domain_scores_codex":[0.9954948,0.000223878,0.001212798,0.0004202538,0.001538737,0.001109538],"domain_scores_gemma":[0.9966115,0.0003459335,0.0005538137,0.0004437045,0.001554543,0.0004905097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003064407,0.001170601,0.9011592,0.0005099208,0.001259029,0.002003063,0.0003605711,0.00001271419,0.03265493,0.001606422,0.01269831,0.0435009],"study_design_scores_gemma":[0.04929822,0.02664741,0.6634359,0.001560632,0.001375547,0.0005287583,0.0002740412,0.002386987,0.1542775,0.007026833,0.0914622,0.001725951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877257,0.001495605,0.005365009,0.0007377012,0.001710398,0.0005156297,0.0001355673,0.00003801996,0.002276309],"genre_scores_gemma":[0.9816446,0.004298482,0.01131044,0.0003462882,0.001083517,0.00002725343,0.0001135868,0.0001006446,0.001075243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2377233,"threshold_uncertainty_score":0.999904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03286927990297579,"score_gpt":0.3502415332088735,"score_spread":0.3173722533058977,"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."}}