{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003705983,0.00005609206,0.0001340002,0.0001351545,0.0001362618,0.0002408481,0.0000497615,0.00005216324,0.00008299486],"category_scores_gemma":[0.0008260937,0.00007000956,0.00002147631,0.0005487963,0.00005591517,0.0003458144,0.00001408991,0.0000828277,0.000001218099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001882408,"about_ca_system_score_gemma":0.0003387017,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7123779,"about_ca_topic_score_gemma":0.9867542,"domain_scores_codex":[0.9993205,0.0000385752,0.00019438,0.0001587161,0.0001596905,0.0001281525],"domain_scores_gemma":[0.999103,0.0004723997,0.0001496001,0.00009002646,0.000162307,0.00002274629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006403986,0.0000972129,0.9660606,0.0002317176,0.00002481041,0.00006187896,0.000589663,0.00001223767,0.0001242708,0.001310889,0.01876909,0.0127112],"study_design_scores_gemma":[0.0003902977,0.00001120192,0.9343417,0.00008133859,0.00003001351,0.0000142953,0.001167828,0.000157531,0.0001127837,0.0007075128,0.06293269,0.00005277362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909281,0.0004512685,0.00000538134,0.0005295074,0.00005711744,0.0001949047,0.00006183356,0.000009159483,0.00776269],"genre_scores_gemma":[0.9981238,0.0001922703,0.00002400803,0.001414472,0.00004081872,0.000007179792,0.00004836204,0.000007700562,0.0001414287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2743763,"threshold_uncertainty_score":0.2895374,"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."}}