{"id":"W3103143102","doi":"10.1111/trf.16184","title":"Buffy coat platelets coming to <scp>America</scp>: Are we ready?","year":2020,"lang":"en","type":"review","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of British Columbia","funders":"","keywords":"Buffy coat; Apheresis; Population; Business; General partnership; Licensure; Medicine; Platelet; Immunology; Environmental health; Finance; Nursing","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":[0.001627069,0.0005646096,0.0009497603,0.002001879,0.0003405031,0.00141908,0.0008322032,0.001363268,0.005188359],"category_scores_gemma":[0.004877102,0.0002214058,0.0008330136,0.00223949,0.0004535042,0.001493051,0.000554654,0.001702827,0.001463757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009728,"about_ca_system_score_gemma":0.003608402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00436062,"about_ca_topic_score_gemma":0.005888919,"domain_scores_codex":[0.9992021,0.0002170688,0.0001478597,0.00009257284,0.0002849519,0.00005550365],"domain_scores_gemma":[0.9978113,0.001211337,0.0003150473,0.00004089107,0.00054227,0.00007912523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007092358,0.00002983818,0.0002565178,0.05080189,0.0001324908,0.00009547434,0.0001040102,0.0001481078,0.0003453651,0.003974971,0.03980897,0.9042314],"study_design_scores_gemma":[0.00002380649,0.0000950244,0.001467439,0.05242029,0.0003594562,0.0009230265,0.0002129525,0.00007897967,0.0003510192,0.001747355,0.9423001,0.00002050045],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006088893,0.9982764,0.00004394512,0.0007653038,0.0002006531,0.000003972014,0.00001273735,0.000003028046,0.0006331939],"genre_scores_gemma":[0.0007085273,0.9983942,0.0001091575,0.0004117604,0.0001123331,0.000006055453,0.00002088672,0.000001174919,0.0002357639],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005188359,"threshold_uncertainty_score":0.01735675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06902494227523313,"score_gpt":0.3297003013990945,"score_spread":0.2606753591238614,"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."}}