{"id":"W4321496586","doi":"10.1111/trf.17290","title":"LGBTQ+ inclusivity in blood donation: Sexual behavior‐based screening is the first step to getting it right","year":2023,"lang":"en","type":"letter","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blood donor; Donation; Sexual behavior; Medicine; Psychology; Gynecology; Family medicine; Social psychology; Immunology; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001394814,0.0006001213,0.0005010076,0.001086542,0.001147135,0.0007225051,0.0008778517,0.0006913765,0.002153837],"category_scores_gemma":[0.0001111134,0.0004940886,0.0002194975,0.002002658,0.00006983002,0.001158788,0.0002321065,0.00213463,0.0005842674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004768883,"about_ca_system_score_gemma":0.00005947384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006526422,"about_ca_topic_score_gemma":0.0134589,"domain_scores_codex":[0.9959997,0.00008593399,0.0008217669,0.001006183,0.001436669,0.0006497243],"domain_scores_gemma":[0.9980991,0.0006176895,0.0003572658,0.0006261746,0.0002725287,0.00002727316],"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":[0.0002101822,0.000616894,0.01786285,0.001358746,0.0001503249,0.001240894,0.001048281,0.000334749,0.0002080335,0.0002917027,0.9496078,0.02706951],"study_design_scores_gemma":[0.001786784,0.00003379456,0.008706307,0.000319978,0.00055519,0.000006166891,0.000183925,0.001781151,0.00008943978,0.0000548618,0.985777,0.0007054044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02049539,0.00004871225,0.00144143,0.9683564,0.001056655,0.00178206,0.00005116175,0.000436524,0.006331625],"genre_scores_gemma":[0.04162361,0.00005005711,0.0004547852,0.9496577,0.005463521,0.0004382622,0.0005551043,0.0002075732,0.001549373],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03616916,"threshold_uncertainty_score":0.9997511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03087868285185493,"score_gpt":0.2646024460948286,"score_spread":0.2337237632429736,"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."}}