{"id":"W3184695058","doi":"10.12927/hcq.2021.26550","title":"Health Professional Redeployment and Cross-Training in Response to the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; Canadian Psychological Association","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Nursing; Best practice; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Training (meteorology); Psychology; Medicine; Medical education; Political science; Virology; Geography","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":[0.02539409,0.0002718812,0.0002307161,0.001225659,0.004052167,0.002485638,0.00155053,0.001531357,0.003642756],"category_scores_gemma":[0.0443269,0.0004272912,0.0003745822,0.0008775489,0.001435077,0.001462109,0.004849194,0.002541992,0.0006652837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0100582,"about_ca_system_score_gemma":0.06321873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08284054,"about_ca_topic_score_gemma":0.2364349,"domain_scores_codex":[0.9872429,0.006285143,0.0004750124,0.0003072457,0.001701068,0.003988625],"domain_scores_gemma":[0.9669709,0.008632431,0.003420441,0.001736249,0.006072394,0.0131675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007711871,0.006735584,0.2512615,0.002036822,0.0001038785,0.001397932,0.04766223,0.002220576,0.004406949,0.003266015,0.04366259,0.6364747],"study_design_scores_gemma":[0.0002817872,0.006157006,0.8226412,0.00174491,0.00007360209,0.0005049563,0.1116028,0.001737184,0.004214888,0.001225825,0.04968825,0.0001276066],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.917389,0.001144168,0.002347928,0.03860643,0.00046002,0.003066267,0.0002343086,0.0003155376,0.03643634],"genre_scores_gemma":[0.9831349,0.0009626588,0.006587368,0.004100166,0.00007187569,0.0005941208,0.0001706951,0.00001910642,0.004359211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08284054,"threshold_uncertainty_score":0.1647167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1456519135327427,"score_gpt":0.5107501856138172,"score_spread":0.3650982720810746,"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."}}