{"id":"W4229035201","doi":"10.12927/hcq.2022.26812","title":"Impact of the COVID-19 Pandemic on the Health Workforce in Canada","year":2022,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Health Information","funders":"","keywords":"Workforce; Pandemic; Health care; Personal protective equipment; Business; Coronavirus disease 2019 (COVID-19); Nursing; Public relations; Medicine; Economic growth; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002781254,0.0002869728,0.0002420417,0.001016016,0.0203069,0.005045405,0.00144486,0.002642664,0.006909497],"category_scores_gemma":[0.004653193,0.0002804456,0.000413972,0.002094631,0.004928131,0.001696366,0.004979361,0.00452439,0.0004346127],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1283653,"about_ca_system_score_gemma":0.3468205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.995267,"about_ca_topic_score_gemma":0.9977982,"domain_scores_codex":[0.9950186,0.000328635,0.0000723667,0.0001528795,0.001134065,0.003293452],"domain_scores_gemma":[0.9941036,0.0003307629,0.0002202471,0.00005239556,0.001402332,0.003890614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001653321,0.0002428707,0.1330226,0.0007561093,0.00006625805,0.003671258,0.06915759,0.00140952,0.001070213,0.06951817,0.5578334,0.1630867],"study_design_scores_gemma":[0.00004425578,0.0001336697,0.1973072,0.001306936,0.00005138021,0.0005344091,0.2125741,0.0008586016,0.0003731801,0.005755848,0.580902,0.0001584795],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1982623,0.01146608,0.0004180738,0.6696117,0.003359465,0.0001090153,0.0009841652,0.00006615554,0.115723],"genre_scores_gemma":[0.8304833,0.01833556,0.0008341683,0.111085,0.0008348702,0.00005010324,0.0005063305,0.00006092249,0.03780976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8716347,"threshold_uncertainty_score":0.9313596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1012409078854185,"score_gpt":0.4519900549282486,"score_spread":0.3507491470428301,"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."}}