{"id":"W2966090323","doi":"10.1016/s2352-3026(19)30162-0","title":"Ironing out frequent blood donation","year":2019,"lang":"en","type":"letter","venue":"The Lancet Haematology","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of British Columbia","funders":"","keywords":"Medicine; Blood donor; Donation; Intensive care medicine; Family medicine; Internal medicine; Immunology; Law","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":[0.01936893,0.0004576003,0.000927563,0.001311399,0.002709626,0.004772878,0.002000911,0.004296387,0.02427751],"category_scores_gemma":[0.1208635,0.00038311,0.0009724619,0.0009255722,0.003260853,0.005214501,0.004666748,0.007404486,0.005959721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002390027,"about_ca_system_score_gemma":0.005883649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005779564,"about_ca_topic_score_gemma":0.009562817,"domain_scores_codex":[0.9810436,0.01056411,0.001582427,0.0009602534,0.004680725,0.001168895],"domain_scores_gemma":[0.9377992,0.03336164,0.008514158,0.003802814,0.009920054,0.006602171],"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":[0.0002283761,0.000111402,0.01442171,0.002266866,0.0001627478,0.0005649577,0.003661659,0.0001204741,0.0002148481,0.01609236,0.5772668,0.3848878],"study_design_scores_gemma":[0.000143484,0.0002691932,0.01675072,0.02075279,0.0001800101,0.003180199,0.006701871,0.0003242779,0.0005247756,0.04398039,0.9070889,0.000103406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02220842,0.09296244,0.006303977,0.7896519,0.02646645,0.0001689679,0.0004759512,0.0004310555,0.06133083],"genre_scores_gemma":[0.2815301,0.1358055,0.01209676,0.511235,0.03496845,0.0004882634,0.0008847291,0.000680408,0.02231068],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02427751,"threshold_uncertainty_score":0.1024339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04702492347965501,"score_gpt":0.2652828661624125,"score_spread":0.2182579426827575,"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."}}