{"id":"W4319263092","doi":"10.1016/s2666-6367(23)00302-0","title":"Impact of the COVID-19 Pandemic on Unrelated Allogeneic Hematopoietic Peripheral Blood Progenitor Cell Collections in Canada","year":2023,"lang":"en","type":"article","venue":"Transplantation and Cellular Therapy","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Peripheral blood; 2019-20 coronavirus outbreak; Progenitor cell; Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Haematopoiesis; Immunology; Medicine; Hematopoietic cell; Progenitor; Biology; Stem cell; Pathology; Genetics; Disease; Infectious disease (medical specialty); Outbreak","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000147478,0.0001307438,0.0002046781,0.0001324133,0.0001337616,0.000007787924,0.00005401657,0.00007569249,0.0001079144],"category_scores_gemma":[0.00001258273,0.00008878481,0.00008569773,0.0007102193,0.0000348606,0.00001819767,0.000002465224,0.0001747991,0.000001469841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003469412,"about_ca_system_score_gemma":0.003042042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3285485,"about_ca_topic_score_gemma":0.2840053,"domain_scores_codex":[0.9990319,0.0001168037,0.0002468302,0.0001681263,0.0002190611,0.000217272],"domain_scores_gemma":[0.9994342,0.0001314178,0.00006072112,0.0001455844,0.00003028189,0.0001978443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001122923,0.0001794329,0.8756601,0.000449299,0.0001060661,0.0001337259,0.004548072,0.0009417642,0.1161656,0.00001507203,0.0002245772,0.0004533974],"study_design_scores_gemma":[0.01537462,0.001328445,0.9357401,0.0001721334,0.000185795,0.0003129959,0.0007144713,0.0004849483,0.04434358,0.0001106164,0.0009156969,0.0003165753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977567,0.0003811896,0.00002725151,0.0009195518,0.00008127872,0.0006486093,0.00005639896,0.00003841964,0.00009062616],"genre_scores_gemma":[0.9957211,0.002688849,0.000003898463,0.001090197,0.00001961627,0.0000253899,0.00005854826,0.00001653683,0.0003758845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.071822,"threshold_uncertainty_score":0.7290598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05125753524575594,"score_gpt":0.3321415772461172,"score_spread":0.2808840420003613,"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."}}