{"id":"W3187030210","doi":"10.1111/trf.16574","title":"How do I think about blood donor eligibility criteria for medical conditions?","year":2021,"lang":"en","type":"article","venue":"Transfusion","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 Ottawa","funders":"","keywords":"Medicine; Multidisciplinary approach; Blood donor; Quality (philosophy); Medical emergency; Operations management; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007400989,0.0002019515,0.000261713,0.0001298403,0.0004548337,0.0008085035,0.0002185736,0.0001970136,0.00638914],"category_scores_gemma":[0.0005137429,0.0001843084,0.0002040869,0.0004023274,0.0000735081,0.001640179,0.00004239941,0.0002255579,0.00007531871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008559435,"about_ca_system_score_gemma":0.00008819285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001381498,"about_ca_topic_score_gemma":0.0005602931,"domain_scores_codex":[0.9982823,0.00003875534,0.0003398175,0.0005129412,0.0005501442,0.0002761043],"domain_scores_gemma":[0.9988379,0.0002280922,0.0001025073,0.000316491,0.0004684404,0.0000465984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0012357,0.007624363,0.0202428,0.004255065,0.0007423882,0.0004532632,0.001381093,0.00001260299,0.106554,0.6585739,0.05490419,0.1440206],"study_design_scores_gemma":[0.01138436,0.00006714903,0.02204162,0.000329633,0.0009859353,0.00007607121,0.001329422,0.002080804,0.01358319,0.03481203,0.912351,0.0009588414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8794919,0.0009804296,0.01073473,0.08141209,0.001994243,0.00101232,0.0000757947,0.0005093146,0.02378918],"genre_scores_gemma":[0.9906229,0.0005720293,0.0007802349,0.005978253,0.001027967,0.00007508448,0.000291191,0.00003328403,0.000619068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8574468,"threshold_uncertainty_score":0.9945192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369406973049732,"score_gpt":0.3094669621373968,"score_spread":0.2857728924068995,"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."}}