{"id":"W4390589208","doi":"10.1111/vox.13583","title":"Patient‐tailored platelet transfusion practices for children supported by extracorporeal membrane oxygenation","year":2024,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Extracorporeal membrane oxygenation; Medicine; Platelet; Intensive care medicine; Oxygenation; Platelet transfusion; Blood transfusion; Anesthesia; Surgery; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002424454,0.000260722,0.000248167,0.0001557237,0.00007751025,0.0001282257,0.0001609425,0.0002101763,0.0008644573],"category_scores_gemma":[0.00008252016,0.0002514613,0.0001501681,0.0003031185,0.00002083871,0.0004475302,0.0000128314,0.0002143288,0.0000979315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005255988,"about_ca_system_score_gemma":0.00003342187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006415531,"about_ca_topic_score_gemma":0.00003349496,"domain_scores_codex":[0.9983876,0.00003261034,0.000473842,0.0004190013,0.0003309486,0.0003559866],"domain_scores_gemma":[0.9992625,0.0001811712,0.00009974113,0.000250647,0.00005187641,0.0001540943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002041047,0.0003001858,0.001451124,0.001767331,0.001279852,0.0001702818,0.003785203,0.001132185,0.5120101,0.001790092,0.1299955,0.346114],"study_design_scores_gemma":[0.001784189,0.000567169,0.003071157,0.0002118085,0.0004371684,0.0001822981,0.000409189,0.1170054,0.4075442,0.0008348848,0.4664113,0.001541186],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857219,0.003014338,0.004686651,0.0002291134,0.00113205,0.001171166,0.0005860666,0.001412512,0.002046197],"genre_scores_gemma":[0.9972889,0.0001176067,0.0006052669,0.00008078737,0.0001942263,0.0001454126,0.00136175,0.000103204,0.0001028749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3445728,"threshold_uncertainty_score":0.9999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01317872706910004,"score_gpt":0.2443321375725934,"score_spread":0.2311534105034934,"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."}}