{"id":"W2924414477","doi":"10.1111/trf.15272","title":"The successful implementation of an automated institution‐wide assessment of hemoglobin and ABO typing to dynamically estimate red blood cell inventory requirements","year":2019,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Manitoba; University Health Network; Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"ABO blood group system; Red blood cell; Hemoglobin; Hematology; Anemia; Medicine; Computer science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0009608444,0.0005899126,0.0003840542,0.0007475737,0.0001731229,0.000762562,0.0006647747,0.0003702424,0.0006811413],"category_scores_gemma":[0.002978524,0.0001860123,0.0002815057,0.0004090456,0.0001553877,0.0004262987,0.0003538292,0.0004467808,0.0004882309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004361047,"about_ca_system_score_gemma":0.0009620948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00217218,"about_ca_topic_score_gemma":0.001751561,"domain_scores_codex":[0.9993573,0.0001366446,0.00006131179,0.0001994172,0.0002070904,0.00003824446],"domain_scores_gemma":[0.9980203,0.000675836,0.0003436105,0.0002847917,0.0005801971,0.00009523555],"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":[0.0005680965,0.000705106,0.1180191,0.0001492415,0.0001553882,0.0002119235,0.0001800909,0.04115103,0.06894529,0.0005785558,0.006441943,0.7628942],"study_design_scores_gemma":[0.0001555718,0.0008586565,0.1003285,0.00006113366,0.0001505453,0.0008573203,0.0001005449,0.749876,0.1372816,0.000755857,0.009432484,0.0001417798],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4260426,0.000352003,0.5523721,0.0003594545,0.0001125657,0.0004146118,0.001163599,0.01724672,0.001936327],"genre_scores_gemma":[0.6341978,0.00008310859,0.3637032,0.0001099981,0.00003580703,0.0001787395,0.0008342491,0.0002125823,0.0006444362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00217218,"threshold_uncertainty_score":0.005081475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01078658907811311,"score_gpt":0.3319666776495901,"score_spread":0.3211800885714771,"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."}}