{"id":"W3165464653","doi":"10.1111/vox.13126","title":"The impact of donor ferritin testing on blood availability in Canada","year":2021,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Ottawa; Dalhousie University","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Canadian Blood Services","keywords":"Ferritin; Blood donor; Donation; Iron status; Blood donations; Medicine; Population; Receipt; Serum ferritin; Blood test; Test (biology); Demography; Immunology; Environmental health; Iron deficiency; Anemia; Business; Internal medicine; Biology; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002381958,0.0003800988,0.0003662125,0.0007531974,0.001896144,0.002114487,0.001448816,0.0005480353,0.003093745],"category_scores_gemma":[0.008409061,0.0002605695,0.0007020975,0.001386531,0.001019765,0.0004918533,0.001200031,0.0009039394,0.00018513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1056804,"about_ca_system_score_gemma":0.08996779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9952469,"about_ca_topic_score_gemma":0.9933167,"domain_scores_codex":[0.9973572,0.0004929383,0.00007339105,0.0001948349,0.0007659464,0.001115711],"domain_scores_gemma":[0.993436,0.002053579,0.0006055578,0.0001923882,0.002523665,0.001188932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008592868,0.0004176959,0.7261372,0.0002297014,0.0002492875,0.0009339629,0.001436647,0.2120141,0.001084383,0.01059182,0.01115777,0.0348882],"study_design_scores_gemma":[0.0002679398,0.0004941095,0.6536267,0.000204818,0.0003591309,0.0004228304,0.005532443,0.3165315,0.002430447,0.003557948,0.01638239,0.0001897835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771399,0.0007571283,0.001274656,0.002473679,0.00003283281,0.00009843481,0.003566639,0.00007296096,0.01458378],"genre_scores_gemma":[0.9971868,0.0002824157,0.000445439,0.00009250524,0.000002652652,0.0000110314,0.0005378826,0.000006696247,0.00143462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1056804,"threshold_uncertainty_score":0.7667682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02611657554722064,"score_gpt":0.2510741256030598,"score_spread":0.2249575500558392,"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."}}