{"id":"W4322755753","doi":"10.26633/rpsp.2023.33","title":"Protecting healthcare workers during a pandemic: what can a WHO collaborating centre research partnership contribute?","year":2023,"lang":"en","type":"article","venue":"Revista Panamericana de Salud Pública","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; National Institutes of Health; University of Pretoria; International Development Research Centre","keywords":"General partnership; Workforce; Context (archaeology); Health care; Public relations; Business; Pandemic; Political science; Medicine; Nursing; Economic growth; Coronavirus disease 2019 (COVID-19); Finance; Geography; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003537807,0.0003019839,0.0007490371,0.0008266158,0.001248072,0.0006125298,0.0002404969,0.0001963503,0.0001069537],"category_scores_gemma":[0.002880126,0.0002783057,0.0001885215,0.008184103,0.0003170809,0.0002177312,0.0002256403,0.001778708,0.0001150569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001449516,"about_ca_system_score_gemma":0.001657676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005594754,"about_ca_topic_score_gemma":0.001238367,"domain_scores_codex":[0.9942219,0.001369291,0.0006048178,0.0007569266,0.001062733,0.001984283],"domain_scores_gemma":[0.9965196,0.0006589635,0.0001870163,0.0006656287,0.001018742,0.0009500535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006950878,0.0001533289,0.8766731,0.00264509,0.0004149257,0.0009527632,0.004985369,0.00006902208,0.01356135,0.0006033469,0.01459026,0.08465637],"study_design_scores_gemma":[0.008109299,0.002408803,0.4763746,0.01457484,0.0002701042,0.0009231828,0.2059528,0.01004188,0.003247709,0.0001829638,0.2756107,0.002303112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597749,0.001950136,0.00003267016,0.03477129,0.00005567403,0.002224867,0.00004429912,0.0005965238,0.0005496077],"genre_scores_gemma":[0.9935062,0.002003362,0.000133285,0.0004460475,0.0004755721,0.0003268354,0.00007022275,0.00009526293,0.002943239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4002985,"threshold_uncertainty_score":0.9999669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1109251172010712,"score_gpt":0.4299683450893042,"score_spread":0.319043227888233,"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."}}