{"id":"W3149175727","doi":"10.1111/trf.16329","title":"Paid platelet donors: Points to consider","year":2021,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Platelet; Medicine; Platelet transfusion; Intensive care medicine; Immunology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003478678,0.0001596979,0.0001767019,0.0001743852,0.0002679452,0.0002699389,0.0001205062,0.00008107741,0.007878558],"category_scores_gemma":[0.0001387425,0.0001521107,0.00008961885,0.0006212023,0.00002029044,0.00101111,0.00004589879,0.0001983476,0.002302625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009618721,"about_ca_system_score_gemma":0.00003278496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003796698,"about_ca_topic_score_gemma":0.00110553,"domain_scores_codex":[0.9988062,0.0000283619,0.0002588098,0.0003643315,0.0003082579,0.0002340688],"domain_scores_gemma":[0.9993601,0.00009956036,0.00005255112,0.0002284364,0.0002275481,0.00003182107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001251151,0.002879358,0.03638393,0.0009778069,0.0003802706,0.001527864,0.002618927,0.0003320165,0.1574128,0.2559779,0.105029,0.435229],"study_design_scores_gemma":[0.001947227,0.00001477663,0.008711346,0.0000750397,0.00007663038,0.00002801129,0.0005953426,0.0002048675,0.01443092,0.003378051,0.9701462,0.0003915745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8557362,0.0001065515,0.002724942,0.04074343,0.0008810657,0.000332948,0.000005454461,0.0003019549,0.09916749],"genre_scores_gemma":[0.9698077,0.0001581393,0.001128394,0.02737194,0.0004915071,0.00001973452,0.00004681049,0.00003428302,0.0009414762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8651172,"threshold_uncertainty_score":0.9984742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02659331037323197,"score_gpt":0.25847012241016,"score_spread":0.2318768120369281,"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."}}