{"id":"W1563980728","doi":"10.1111/j.1537-2995.2012.03757.x","title":"Validation and implementation of a new hemoglobinometer for donor screening at Canadian Blood Services","year":2012,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Blood donor; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01184463,0.0008164747,0.0004322094,0.0009412415,0.001599943,0.0009859956,0.002325879,0.0008270855,0.001296049],"category_scores_gemma":[0.01154001,0.0004221324,0.0005375138,0.0007750375,0.0009988791,0.0005290983,0.0008766677,0.0008905847,0.0005024608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00889933,"about_ca_system_score_gemma":0.02453445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4814619,"about_ca_topic_score_gemma":0.4717165,"domain_scores_codex":[0.9881027,0.002502993,0.0007757802,0.001422695,0.00657524,0.0006206186],"domain_scores_gemma":[0.9891158,0.001349198,0.0006557177,0.0005888369,0.007727153,0.0005633938],"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":[0.001673738,0.002426275,0.2843434,0.001134705,0.0001946463,0.0003917564,0.005095632,0.004815211,0.3149098,0.001611487,0.007516363,0.375887],"study_design_scores_gemma":[0.0005755464,0.00911409,0.498524,0.0005900376,0.0007487075,0.001629838,0.001982054,0.05139579,0.3785762,0.0003414775,0.05612814,0.000394066],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8540087,0.001088822,0.1277592,0.001351547,0.0003531578,0.005777927,0.001661159,0.002134288,0.005865086],"genre_scores_gemma":[0.600655,0.000683967,0.3917984,0.0007413056,0.0000513121,0.001224817,0.001523361,0.0001698298,0.003151999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4814619,"threshold_uncertainty_score":0.9573188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02356050234007294,"score_gpt":0.2631413406005637,"score_spread":0.2395808382604908,"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."}}