{"id":"W4395962045","doi":"10.29173/cjfy30065","title":"The Impacts of the COVID-19 Pandemic on the Canadian Workforce: Alignment, or Misalignment with the Activities or Protocols of the Workforce and the Unpredictability of the Coronavirus Disease","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Family and Youth / Le Journal Canadien de Famille et de la Jeunesse","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Workforce; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus; Virology; Medicine; Coronavirus Infections; Disease; Economic growth; Infectious disease (medical specialty); Outbreak; Internal medicine; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003418057,0.0003300703,0.0004072366,0.001274273,0.002094592,0.002915394,0.0008792677,0.00130244,0.005204001],"category_scores_gemma":[0.01904122,0.0002505658,0.0005297819,0.00287786,0.001866504,0.001396134,0.002008518,0.002265928,0.000197362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05181899,"about_ca_system_score_gemma":0.1057559,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9859984,"about_ca_topic_score_gemma":0.9880448,"domain_scores_codex":[0.997116,0.0004229677,0.00009579443,0.0001626658,0.0007327896,0.001469846],"domain_scores_gemma":[0.9940066,0.001069819,0.001421284,0.0001839454,0.001954658,0.001363678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005137533,0.0002794444,0.758642,0.0003699658,0.0005335282,0.0006128367,0.003763249,0.03691509,0.0006669898,0.07665527,0.05318016,0.06786774],"study_design_scores_gemma":[0.00006014995,0.0001521137,0.9038557,0.0004758793,0.0002228427,0.00007647839,0.01560422,0.01800454,0.0002469054,0.02119604,0.03997031,0.0001348913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7394563,0.007306134,0.002515887,0.1755257,0.0007546086,0.0002101981,0.01095981,0.00006873401,0.06320261],"genre_scores_gemma":[0.9919375,0.002503044,0.0003172377,0.001764362,0.0001340387,0.00001652355,0.0007622129,0.00001008436,0.002554834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05181899,"threshold_uncertainty_score":0.3759748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07740236350364571,"score_gpt":0.3079292997231327,"score_spread":0.230526936219487,"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."}}