{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001486253,0.00009684209,0.0001508693,0.00003409119,0.00024735,0.000007161486,0.0000599531,0.0001223687,0.0008302056],"category_scores_gemma":[0.0001244711,0.00009525697,0.000008584526,0.0002189359,0.00001288973,0.0000668127,0.0000750711,0.0003780314,0.00004074184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004402794,"about_ca_system_score_gemma":0.003863643,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5175231,"about_ca_topic_score_gemma":0.8430856,"domain_scores_codex":[0.9986739,0.0002722437,0.0002838173,0.0002221478,0.0001459136,0.0004020495],"domain_scores_gemma":[0.9992709,0.0001378262,0.00007854171,0.0001795135,0.0001266935,0.0002065358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001247454,0.0000396414,0.7658711,0.0005171899,0.000005796967,0.00003466211,0.00332303,0.000003340534,0.000395286,0.001959174,0.2204421,0.007396221],"study_design_scores_gemma":[0.0002297233,0.000006902796,0.4428006,0.0002644659,0.000002958951,0.000003174195,0.003495369,0.000003847217,0.00002164588,0.0003240754,0.5527611,0.00008622179],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9116061,0.002468868,4.943285e-7,0.07297896,0.002188084,0.0002620688,0.00001366688,0.00002833904,0.01045347],"genre_scores_gemma":[0.9112774,0.00003768279,0.0006872604,0.0740337,0.0006487984,0.00006199469,0.00006066929,0.00001525847,0.01317728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.332319,"threshold_uncertainty_score":0.909017,"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."}}