{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001855695,0.000497625,0.0007821014,0.0008981939,0.0007229869,0.0009257408,0.0008792467,0.0008423698,0.001588235],"category_scores_gemma":[0.003143304,0.0002842205,0.0006991239,0.00181959,0.0003194597,0.0004315424,0.0007207532,0.0007493229,0.0002702111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000398397,"about_ca_system_score_gemma":0.0006410341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009045557,"about_ca_topic_score_gemma":0.008190168,"domain_scores_codex":[0.9986042,0.000481153,0.0001722712,0.0003628819,0.0002331647,0.0001462267],"domain_scores_gemma":[0.9938681,0.0008733777,0.002872545,0.0006454101,0.0005899706,0.001150627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003607633,0.0000413674,0.9976616,0.00003073522,0.0002160502,0.00006873135,0.00004021455,0.00003508529,0.00009231058,0.00001571819,0.0004818853,0.0009555963],"study_design_scores_gemma":[0.0001293751,0.0001989052,0.9975466,0.00005091082,0.0003717751,0.0006691196,0.0001503906,0.0002307194,0.00008494379,0.00004675597,0.0005083061,0.00001218209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965341,0.001169036,0.0001401806,0.000139728,0.00001856582,0.00001917424,0.001447545,0.000005745654,0.0005259612],"genre_scores_gemma":[0.997708,0.000324949,0.0001417223,0.00007626774,0.00005288346,0.00003368968,0.001523211,0.000005367219,0.0001337798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009045557,"threshold_uncertainty_score":0.01798582,"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."}}