{"id":"W3166653924","doi":"10.1139/facets-2021-0006","title":"Investing in a better future: higher education and post-COVID Canada","year":2021,"lang":"en","type":"article","venue":"FACETS","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Dalhousie University; University of Saskatchewan; York University; École Nationale d'Administration Publique; University of Manitoba; Mastercard Foundation","funders":"","keywords":"Workforce; Government (linguistics); Economic growth; Business; Public sector; Prosperity; Political science; Public relations; Economics","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":[0.004849971,0.0005572166,0.0009095268,0.00250383,0.03523325,0.02456384,0.004512322,0.007344314,0.04010063],"category_scores_gemma":[0.01147168,0.0005069702,0.0008985128,0.005994682,0.006572566,0.007038709,0.01413368,0.01362213,0.003658023],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1736439,"about_ca_system_score_gemma":0.5414111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9760548,"about_ca_topic_score_gemma":0.9923149,"domain_scores_codex":[0.985827,0.0008405075,0.0002272232,0.0004852141,0.00291174,0.009708328],"domain_scores_gemma":[0.9447952,0.001317498,0.0005920544,0.0004149841,0.007538222,0.04534202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000108446,0.0003322363,0.02794929,0.0006034803,0.00004590123,0.0008519515,0.009099008,0.000347576,0.0003151475,0.08356912,0.7407841,0.1359936],"study_design_scores_gemma":[0.0000547214,0.00009802761,0.07167799,0.001373061,0.00003597993,0.0001471729,0.04203155,0.0002616359,0.0002589671,0.008006456,0.8759037,0.000150715],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03582845,0.009673323,0.0003108864,0.8438277,0.004905632,0.0001517668,0.002335316,0.00010149,0.1028654],"genre_scores_gemma":[0.4572297,0.02459924,0.00212913,0.3133703,0.001656659,0.0002345041,0.003525536,0.0001992976,0.1970556],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8263561,"threshold_uncertainty_score":0.9584559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03139563510024929,"score_gpt":0.3868104883563271,"score_spread":0.3554148532560779,"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."}}