{"id":"W2897000227","doi":"10.1007/s11901-018-0432-8","title":"Hepatitis B Reactivation in the DAA Era: Minding the Gap Between the Black Box and Clinical Practice","year":2018,"lang":"en","type":"article","venue":"Current Hepatology Reports","topic":"Hepatitis C virus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; HBsAg; Hepatology; Subclinical infection; Hepatitis B virus; Internal medicine; Hepatitis B; Hepatitis C; Hepatitis C virus; Immunosuppression; Immunology; Virology; Intensive care medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005781863,0.0001864109,0.0004115099,0.0001083762,0.0003403038,0.00006316817,0.000217794,0.0001976896,0.00005467779],"category_scores_gemma":[0.008292149,0.00009414413,0.00009389947,0.0004478428,0.001327537,0.000206905,0.0001767316,0.001402638,0.00005707447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009077865,"about_ca_system_score_gemma":0.0003589702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000807966,"about_ca_topic_score_gemma":0.0006259425,"domain_scores_codex":[0.9960386,0.001367337,0.0009984134,0.0005178761,0.0006229402,0.0004548143],"domain_scores_gemma":[0.9946877,0.003429934,0.0005028418,0.0009463311,0.0003212792,0.000111899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004379831,0.0001205562,0.9116423,0.00002022587,0.00006677871,0.0004465323,0.001139742,2.479966e-8,0.0000122353,0.0001784121,0.01218651,0.07414293],"study_design_scores_gemma":[0.0003455866,0.0002316899,0.7037069,0.0000782263,0.0001613478,0.001139637,0.000224515,0.0001814354,0.0000779888,0.0005002167,0.2932531,0.00009934703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673017,0.0006006225,0.0001325518,0.02348417,0.0006918188,0.001145007,0.000004796133,0.00002815206,0.006611168],"genre_scores_gemma":[0.9959179,0.001646511,0.000145326,0.001038528,0.001073636,0.00006655286,0.00003993912,0.00002118681,0.00005040849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2810666,"threshold_uncertainty_score":0.9927076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1310997197243566,"score_gpt":0.4636537443374163,"score_spread":0.3325540246130597,"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."}}