{"id":"W2787749037","doi":"10.3791/56893","title":"Routine Screening Method for Microparticles in Platelet Transfusions","year":2018,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of British Columbia","funders":"Centre for Blood Research, University of British Columbia; Michael Smith Health Research BC; Canadian Blood Services","keywords":"Microparticle; Platelet; Hemostasis; Whole blood; Medicine; Coagulation; Hematology; Platelet activation; Platelet transfusion; Immunology; 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":[0.001113074,0.0001274951,0.0002724619,0.0003860249,0.0001531227,0.0001534176,0.0001831557,0.00005617652,0.0004400055],"category_scores_gemma":[0.0001643692,0.0001077349,0.0001308503,0.0003530683,0.00003379507,0.001189365,0.00002863257,0.0001173802,0.00001974399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001443292,"about_ca_system_score_gemma":0.00002112426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001243246,"about_ca_topic_score_gemma":0.00003649165,"domain_scores_codex":[0.9987291,0.00003863903,0.0006165926,0.0001416249,0.0002614468,0.0002126494],"domain_scores_gemma":[0.999072,0.0001261199,0.0004219082,0.0000841252,0.0002723099,0.00002355083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005382075,0.002183146,0.009627549,0.0001088427,0.0003459044,0.00005573763,0.002743499,0.00004532778,0.8795094,0.01629297,0.007306154,0.07639936],"study_design_scores_gemma":[0.02495867,0.0003320967,0.007245377,0.0003122928,0.0002161238,0.00006037453,0.003635962,0.01165036,0.637939,0.002464846,0.3106444,0.0005404762],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8452552,0.000264418,0.1487836,0.002394679,0.0006623114,0.000340251,0.000002301262,0.00003175069,0.002265548],"genre_scores_gemma":[0.9358046,0.00002063879,0.06101198,0.002270421,0.0008042082,0.00001123794,0.000002625489,0.00002435947,0.00004995619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3033382,"threshold_uncertainty_score":0.4817751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05928000604743,"score_gpt":0.436277632619518,"score_spread":0.376997626572088,"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."}}