{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003833864,0.00009928727,0.0001337822,0.0000553554,0.0001297872,0.0001103313,0.0001455154,0.00002571722,0.0005375221],"category_scores_gemma":[0.001571497,0.00007058588,0.00005742271,0.0006165146,0.00002461215,0.0002313296,0.00004691477,0.0001440574,0.00002250809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004813728,"about_ca_system_score_gemma":0.0004259121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8444884,"about_ca_topic_score_gemma":0.9146768,"domain_scores_codex":[0.9991011,0.0000296206,0.000284348,0.000182434,0.0002226959,0.0001797898],"domain_scores_gemma":[0.9987842,0.0005938514,0.0001547443,0.0002345674,0.0002214364,0.00001118974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005314528,0.000323146,0.9612091,0.00006872326,0.00006444749,0.00007670085,0.00003253676,0.0001797284,0.0008998439,0.002658513,0.003579549,0.03085457],"study_design_scores_gemma":[0.001044336,0.00002303713,0.9822692,0.00005781503,0.00004331778,0.000003748333,0.0007738384,0.001065032,0.001071854,0.0007303253,0.01273437,0.0001831521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.937845,0.0001465798,8.658793e-7,0.001497703,0.0001460344,0.00009072507,0.000007497427,0.00001772586,0.06024788],"genre_scores_gemma":[0.9991202,0.000009971915,0.00005086371,0.0005773485,0.0001256958,0.000007053475,0.000006576536,0.000009424924,0.00009282746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07018845,"threshold_uncertainty_score":0.588549,"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."}}