{"id":"W3183221756","doi":"10.1111/vox.13180","title":"Impacts of <scp>COVID</scp>‐19 and elective surgery cancellations on platelet supply and utilization in the Canadian Province of British Columbia","year":2021,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fraser Health; Children's & Women's Health Centre of British Columbia; Interior Health; Canadian Blood Services; University of British Columbia; Island Health; Vancouver Coastal Health","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Medicine; Platelet; Elective surgery; Shutdown; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Emergency medicine; Demography; Surgery; Internal medicine; Disease; Chemistry","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":[0.0007474451,0.0003589883,0.0003622007,0.001461726,0.003253866,0.002157274,0.001682667,0.0004093065,0.004037257],"category_scores_gemma":[0.003879303,0.0003608203,0.0004995539,0.003428302,0.0009462896,0.0003101542,0.001510768,0.0009844154,0.0003006794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08162534,"about_ca_system_score_gemma":0.1098773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9985396,"about_ca_topic_score_gemma":0.9991503,"domain_scores_codex":[0.9979752,0.0001477944,0.0001037455,0.0001879021,0.0006855826,0.0008997318],"domain_scores_gemma":[0.9944088,0.000285187,0.0008150701,0.000104773,0.002613545,0.001772602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002108857,0.00007993983,0.9617634,0.0001847537,0.0001526017,0.0004364715,0.001534111,0.001267878,0.000553504,0.0005632184,0.01304592,0.02020728],"study_design_scores_gemma":[0.00001280369,0.00003800067,0.9878289,0.0001107668,0.00003879905,0.0001486769,0.004519298,0.0008550265,0.0001710837,0.00005828445,0.006192723,0.00002568372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712237,0.001358085,0.0002725566,0.00282166,0.00005795543,0.0001153209,0.01296971,0.00005259995,0.01112835],"genre_scores_gemma":[0.9925384,0.0007616658,0.0003593669,0.0005243101,0.0000121933,0.00003290903,0.002511105,0.00001685998,0.003243292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08162534,"threshold_uncertainty_score":0.592236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02288194018749999,"score_gpt":0.2390114677086735,"score_spread":0.2161295275211735,"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."}}