{"id":"W1823035532","doi":"10.1159/000437129","title":"Standardization of Diagnostics in Blood Safety","year":2015,"lang":"en","type":"article","venue":"Transfusion Medicine and Hemotherapy","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Standardization; Medicine; Intensive care medicine; Medical physics; Medical emergency; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09064933,0.00228895,0.002989712,0.006629459,0.002038642,0.01200003,0.005769205,0.007691337,0.005828403],"category_scores_gemma":[0.08021785,0.0008698036,0.001340816,0.006174417,0.010486,0.007724518,0.01070385,0.008891007,0.00668449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007204734,"about_ca_system_score_gemma":0.02029715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0025212,"about_ca_topic_score_gemma":0.001153663,"domain_scores_codex":[0.8395858,0.07330409,0.01794565,0.01078171,0.05594538,0.002437379],"domain_scores_gemma":[0.9061391,0.02875491,0.007852396,0.01834525,0.03631872,0.002589557],"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":[0.0001391206,0.0002485328,0.003832577,0.005004654,0.000168788,0.0002408054,0.002622703,0.002376046,0.004656687,0.3315837,0.06959651,0.5795298],"study_design_scores_gemma":[0.00002446359,0.0001896958,0.003946922,0.006815107,0.00006339928,0.0004322826,0.0007839472,0.0008611311,0.002668008,0.1043322,0.8798117,0.00007111653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008697318,0.2355883,0.4016333,0.120422,0.02410777,0.003210409,0.002241103,0.002344769,0.2017549],"genre_scores_gemma":[0.1469792,0.1954124,0.5384778,0.05480168,0.02152811,0.004501441,0.007204913,0.00122469,0.02986973],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09064933,"threshold_uncertainty_score":0.4794052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03906220175045051,"score_gpt":0.3157738854311012,"score_spread":0.2767116836806507,"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."}}