{"id":"W2002696474","doi":"10.1111/j.1537-2995.2005.00624.x","title":"Another stab at donor hemoglobin screening","year":2005,"lang":"en","type":"letter","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Medicine; Donation; Blood donor; Venipuncture; Hemoglobin; Surgery; Confidence interval; Pediatrics; Internal medicine; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003664879,0.0005693129,0.0004802594,0.0005431648,0.0005105251,0.0004369077,0.0004793844,0.0008119426,0.02018019],"category_scores_gemma":[0.00002259095,0.0005260207,0.0003216091,0.0004874726,0.0000717883,0.001585268,0.0001031249,0.001386135,0.002755247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006024125,"about_ca_system_score_gemma":0.00002670107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008471113,"about_ca_topic_score_gemma":0.0007495637,"domain_scores_codex":[0.997255,0.00003860376,0.0004751825,0.0007874239,0.0008672083,0.0005766333],"domain_scores_gemma":[0.9988803,0.0001136443,0.0003318431,0.0004918345,0.000166103,0.00001632774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001196629,0.00007554278,0.0003707118,0.0003110261,0.0000715991,0.0001224325,0.0000399399,0.00001877904,0.0006056678,0.0001520075,0.97088,0.02723261],"study_design_scores_gemma":[0.001479989,0.000009690179,0.0003661032,0.0001339334,0.0002725468,0.00001040636,0.00001819105,0.0003059663,0.0001994811,0.00005896542,0.9964977,0.0006470165],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004234601,0.0003645903,0.002335375,0.8807219,0.001120985,0.0007890961,0.00003462229,0.0006408635,0.1097579],"genre_scores_gemma":[0.004524542,0.0003928473,0.000732901,0.9599517,0.01406423,0.00005185595,0.0005763667,0.0002135931,0.01949194],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09026599,"threshold_uncertainty_score":0.9997191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02540445931811135,"score_gpt":0.2322132092882149,"score_spread":0.2068087499701036,"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."}}