{"id":"W3008259589","doi":"10.1111/tme.12669","title":"A stressful predicament for blood bankers!","year":2020,"lang":"en","type":"letter","venue":"Transfusion Medicine","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Toronto","funders":"","keywords":"Library science; Citation; Transfusion medicine; Medicine; Blood transfusion; Computer science; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004516599,0.0006139061,0.0008659059,0.0005922439,0.0003399696,0.000154575,0.0006080587,0.0005665151,0.008434163],"category_scores_gemma":[0.0003511618,0.0004895505,0.0002905968,0.0006531415,0.0001866384,0.0008083553,0.00005509022,0.001542839,0.0002542714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001736781,"about_ca_system_score_gemma":0.00006550084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007052494,"about_ca_topic_score_gemma":0.0001013939,"domain_scores_codex":[0.9963167,0.00003790647,0.0009041838,0.0009188599,0.001296218,0.0005260745],"domain_scores_gemma":[0.9982463,0.0004559714,0.000490249,0.0004310849,0.0003288344,0.0000476363],"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":[0.0001521947,0.0001153805,0.00006034062,0.001979636,0.0002203312,0.0002492094,0.0001356391,0.000001297504,0.0002852647,0.000925782,0.9898552,0.006019733],"study_design_scores_gemma":[0.005191881,0.0001529804,0.00003110693,0.0005192797,0.002267064,0.000009921228,0.0001886603,0.0003475088,0.00005139619,0.001288676,0.9894614,0.0004901302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001846443,0.0004141156,0.00313803,0.9692038,0.00186496,0.001763483,0.00006199695,0.0004765821,0.02289239],"genre_scores_gemma":[0.001516482,0.001341008,0.0003115743,0.9631212,0.03038108,0.0002775819,0.001689994,0.00014772,0.001213367],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02851612,"threshold_uncertainty_score":0.9997556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03148164114036577,"score_gpt":0.2528688261675159,"score_spread":0.2213871850271502,"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."}}