{"id":"W4387562814","doi":"10.1111/trf.17567","title":"Risk factors for T‐cell lymphopenia in frequent platelet donors: The <scp>BEST</scp> collaborative study","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Platelet Disorders and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec; University of British Columbia; Canadian Blood Services","funders":"","keywords":"Platelet; Leukoreduction; Medicine; Plateletpheresis; Apheresis; Immunology; Blood cell; Platelet activation; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002576136,0.0002288873,0.0003808801,0.0001552635,0.0002197393,0.00002725757,0.0001096843,0.00009918542,0.00002444548],"category_scores_gemma":[0.00007680986,0.0001400954,0.00009923174,0.0007846904,0.00003657453,0.00007388731,0.00001715755,0.0001528183,0.00009192492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000924389,"about_ca_system_score_gemma":0.0001008499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002083001,"about_ca_topic_score_gemma":0.002395563,"domain_scores_codex":[0.9986728,0.00009194008,0.0002758052,0.000356624,0.0002541817,0.0003485859],"domain_scores_gemma":[0.9990327,0.0004952214,0.00006243765,0.0002563759,0.00006391366,0.00008932156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006048605,0.006075945,0.8905669,0.0001234681,0.0005022281,0.0009781551,0.08080007,0.0004008718,0.006297096,0.00002720326,0.004260212,0.009362969],"study_design_scores_gemma":[0.06061365,0.009134681,0.7353495,0.0002313153,0.001005533,0.00002496686,0.1412141,0.001713097,0.03273563,0.0009196802,0.01672743,0.0003303631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944345,0.0002188093,0.0000304718,0.000168468,0.0001649374,0.00373851,0.0001637042,0.00008134032,0.0009992477],"genre_scores_gemma":[0.9966137,0.001847844,0.0000419547,0.00005102362,0.00002686513,0.0002787622,0.0001366528,0.0000354371,0.0009677238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1552174,"threshold_uncertainty_score":0.5712925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01882434615113989,"score_gpt":0.2773167234223238,"score_spread":0.2584923772711839,"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."}}