{"id":"W2030842620","doi":"10.1016/j.tmrv.2014.01.002","title":"Platelet Utilization: A Canadian Blood Services Research and Development Symposium","year":2014,"lang":"en","type":"article","venue":"Transfusion Medicine Reviews","topic":"Blood transfusion and management","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University Medical Centre; Sunnybrook Health Science Centre; McMaster University; Canadian Blood Services","funders":"","keywords":"Platelet; Apheresis; Medicine; Intensive care medicine; Platelet transfusion; Hemostasis; Dosing; Transfusion medicine; Immunology; Surgery; Blood transfusion; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01354523,0.001927625,0.001084867,0.009977342,0.004948918,0.008705288,0.002187504,0.00645597,0.01240515],"category_scores_gemma":[0.01072007,0.0008967902,0.001733925,0.01273797,0.001810871,0.002234866,0.002253713,0.004894754,0.001648198],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07862835,"about_ca_system_score_gemma":0.308098,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9310587,"about_ca_topic_score_gemma":0.9781683,"domain_scores_codex":[0.9944085,0.0004736697,0.0003792857,0.0002059046,0.003458764,0.001073793],"domain_scores_gemma":[0.9707101,0.001017792,0.0008916004,0.0001846891,0.0222672,0.004928625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000616474,0.0000569586,0.001675714,0.0005767655,0.00004381986,0.00005597055,0.0001011662,0.0001091241,0.00013616,0.001073928,0.9249281,0.07118055],"study_design_scores_gemma":[0.00003850495,0.00003374073,0.0151791,0.002203307,0.000120404,0.00006122529,0.0004589899,0.000127433,0.0001143851,0.0004166529,0.9811977,0.0000485911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002161418,0.5166351,0.0002435754,0.4115882,0.04175851,0.0001670635,0.001514433,0.00007948407,0.02585211],"genre_scores_gemma":[0.02508724,0.8435172,0.001723285,0.05591361,0.0218565,0.0001701636,0.002363842,0.00006100579,0.04930717],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9213716,"threshold_uncertainty_score":0.5704913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1057239425837674,"score_gpt":0.3560727201797515,"score_spread":0.2503487775959841,"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."}}