{"id":"W1968691774","doi":"10.1046/j.1365-3148.2002.00387.x","title":"US NAT yield: where are we after 2 years?","year":2002,"lang":"en","type":"review","venue":"Transfusion Medicine","topic":"HIV/AIDS drug development and treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nat; Residual risk; Virology; Human immunodeficiency virus (HIV); Hepatitis B virus; Hepatitis B; Hepatitis C virus; Medicine; Biology; Virus; Computer science; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000254705,0.0008059738,0.003198293,0.0005568338,0.00007434136,0.00001172518,0.0001946763,0.0006025502,0.02024521],"category_scores_gemma":[0.0000430411,0.0005114006,0.0005911117,0.0006433303,0.0001532384,0.00006431626,0.00003409602,0.000835761,0.001432967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002240676,"about_ca_system_score_gemma":0.0001591632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003918072,"about_ca_topic_score_gemma":0.0001318121,"domain_scores_codex":[0.9966496,0.0001034345,0.001043134,0.0007640098,0.0009294842,0.0005103258],"domain_scores_gemma":[0.9983572,0.0001986819,0.0002290412,0.0006863476,0.00008138573,0.0004473949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006372562,0.0002436138,0.0002122566,0.01846766,0.0004692845,0.003109849,0.0007768254,1.973359e-8,8.816841e-7,0.000009648999,0.1025803,0.8740659],"study_design_scores_gemma":[0.001698747,0.0001800421,0.00009752255,0.1122364,0.003647169,0.0003839344,0.00007581276,9.080792e-7,7.401151e-7,0.000005498511,0.8812959,0.0003772643],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005004741,0.9823007,0.00002320503,0.01002729,0.0006205617,0.001763036,0.00003179123,0.0001659178,0.005017464],"genre_scores_gemma":[0.0000133658,0.9176167,0.0001803922,0.0003812528,0.0008769131,0.0002696763,0.0001550818,0.0001273949,0.08037918],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8736886,"threshold_uncertainty_score":0.9997337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0552448887094162,"score_gpt":0.3179401326250901,"score_spread":0.2626952439156739,"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."}}