{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00202314,0.0008268081,0.0007432342,0.00394079,0.001032616,0.001156462,0.001214391,0.001290114,0.003183534],"category_scores_gemma":[0.004260854,0.0004792139,0.000488203,0.00137484,0.0005076341,0.0007869214,0.0008198629,0.001036186,0.003297537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000358061,"about_ca_system_score_gemma":0.001023803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001174542,"about_ca_topic_score_gemma":0.001760024,"domain_scores_codex":[0.9959637,0.0006837044,0.0004309706,0.0004660592,0.002186225,0.0002692186],"domain_scores_gemma":[0.9972011,0.0006757036,0.0003728961,0.0002215093,0.00133381,0.00019501],"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":[0.0008357092,0.0004853492,0.06736438,0.001279217,0.00009593555,0.001791764,0.001409436,0.0003644813,0.7146241,0.001769147,0.01142561,0.1985549],"study_design_scores_gemma":[0.00004616067,0.0007815285,0.04836506,0.0003994049,0.0002254043,0.004587739,0.0008873162,0.006465686,0.8949779,0.001047853,0.04203727,0.0001785997],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5155524,0.02759059,0.3929741,0.004100197,0.002244352,0.005785689,0.004891809,0.0105563,0.03630451],"genre_scores_gemma":[0.4877542,0.007187187,0.4833835,0.001556038,0.0005074298,0.001660318,0.002546523,0.0004061346,0.01499865],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00394079,"threshold_uncertainty_score":0.01069957,"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."}}