{"id":"W3123355242","doi":"10.1016/j.plabm.2021.e00205","title":"A low-cost initiative to reduce duplicate hepatitis B virus serological testing","year":2021,"lang":"en","type":"article","venue":"Practical Laboratory Medicine","topic":"Hepatitis B Virus Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Public Health Agency of Canada; Provincial Laboratory of Public Health","funders":"","keywords":"HBsAg; Medicine; Serology; Requisition; Hepatitis B virus; Virology; Immunology; Virus; Antibody","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009699563,0.0008818364,0.0003012053,0.002486976,0.001213634,0.001777843,0.003064763,0.001346377,0.01176556],"category_scores_gemma":[0.02802521,0.0004185782,0.001026691,0.001380639,0.001296555,0.001244731,0.00305573,0.001313403,0.001007948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01038551,"about_ca_system_score_gemma":0.04333759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09408541,"about_ca_topic_score_gemma":0.1309236,"domain_scores_codex":[0.9916283,0.002977719,0.000476651,0.0004580447,0.003346397,0.001112943],"domain_scores_gemma":[0.9706171,0.006893353,0.00535083,0.001612866,0.006573238,0.008952502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001653822,0.006828967,0.1702601,0.001868428,0.0002254672,0.0007513504,0.001874172,0.005664421,0.008899906,0.002687076,0.06519943,0.7340869],"study_design_scores_gemma":[0.001644621,0.0119396,0.8533616,0.0009814471,0.0003136276,0.001306436,0.003401083,0.02097427,0.006409065,0.001768285,0.09767996,0.0002200318],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8755797,0.001899197,0.0382935,0.03641949,0.001149548,0.008581277,0.002387628,0.004883849,0.03080577],"genre_scores_gemma":[0.913398,0.0007457827,0.06498734,0.006808004,0.0005257087,0.002012085,0.001617418,0.0001066641,0.00979903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09408541,"threshold_uncertainty_score":0.1870755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1223276466190541,"score_gpt":0.387506285797931,"score_spread":0.2651786391788769,"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."}}