{"id":"W4385546872","doi":"10.1016/j.transci.2023.103782","title":"Therapeutic plasma exchange in alloimmune platelet refractoriness","year":2023,"lang":"en","type":"article","venue":"Transfusion and Apheresis Science","topic":"Platelet Disorders and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Princess Margaret Cancer Centre; Canadian Blood Services; University of Toronto","funders":"University of Toronto","keywords":"Medicine; Refractory period; Platelet; Immunology; Platelet transfusion; Refractory (planetary science); Intensive care medicine; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002495867,0.0001109097,0.0002000365,0.0002235403,0.0001451057,0.0000263468,0.00009117883,0.00004797387,0.0001729105],"category_scores_gemma":[0.00001344557,0.0000822581,0.00002942604,0.001252031,0.000172075,0.0001354087,0.00002425208,0.00009306445,0.00005422849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002393092,"about_ca_system_score_gemma":0.00005240324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000276221,"about_ca_topic_score_gemma":0.000264362,"domain_scores_codex":[0.9989557,0.00001308448,0.0001358448,0.0003030289,0.0002876766,0.0003046525],"domain_scores_gemma":[0.9996653,0.00003905353,0.00001746557,0.0001494558,0.00002389295,0.0001048717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006107459,0.0005338455,0.07126305,0.0001710574,0.00003219337,0.001327953,0.003110383,0.00001008911,0.2701418,0.0003456352,0.0002116979,0.6522415],"study_design_scores_gemma":[0.006599804,0.0003028395,0.9591552,0.0002041262,0.00003029928,0.0001319329,0.001038942,0.002101973,0.01897472,0.0003279016,0.01084612,0.0002861217],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958416,0.0002973781,0.000009375003,0.0008814396,0.00009523532,0.0002368769,0.000003291508,0.00007299666,0.002561771],"genre_scores_gemma":[0.9949877,0.003542347,0.00004043679,0.000153625,0.000009833361,0.00001611908,0.000005080844,0.000009150777,0.001235668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8878922,"threshold_uncertainty_score":0.3354388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0278069679675722,"score_gpt":0.2946275005861281,"score_spread":0.2668205326185559,"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."}}