{"id":"W3042495122","doi":"10.3138/cpp.2020-065","title":"Automation and Reallocation: Will COVID-19 Usher in the Future of Work?","year":2020,"lang":"en","type":"article","venue":"Canadian Public Policy","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Recession; Restructuring; Status quo; Incentive; Productivity; Boom; Business; Work (physics); Labour economics; Government (linguistics); Economics; Industrial organization; Market economy; Economic growth; Engineering; Macroeconomics; Finance","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":[0.001970465,0.0001528633,0.0002669185,0.001167024,0.002996093,0.005566215,0.0006881023,0.001810507,0.01049962],"category_scores_gemma":[0.006090437,0.0001252919,0.0002609626,0.001927097,0.004842934,0.003903014,0.001965899,0.001448983,0.0008243879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007612559,"about_ca_system_score_gemma":0.01036899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.154507,"about_ca_topic_score_gemma":0.2898473,"domain_scores_codex":[0.997752,0.0004451167,0.00005384767,0.0002220163,0.0004142083,0.001112788],"domain_scores_gemma":[0.9939764,0.0009743359,0.001313157,0.0002412803,0.0006899996,0.002804878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004185251,0.0003592659,0.4145925,0.0002649159,0.00005183894,0.0003806129,0.03184657,0.001175338,0.0004907752,0.2983899,0.03834916,0.2136807],"study_design_scores_gemma":[0.00002952317,0.0001646149,0.6674453,0.0006178271,0.0000256368,0.0002488119,0.07544976,0.0007478086,0.0002239523,0.0702837,0.1847013,0.00006181814],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5944448,0.01072945,0.001395168,0.2078344,0.0005121378,0.00002995814,0.0006142855,0.0000269373,0.1844129],"genre_scores_gemma":[0.9886101,0.00224801,0.0001486093,0.002326614,0.0001911445,0.000008673775,0.00008683008,0.000004532538,0.006375399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.154507,"threshold_uncertainty_score":0.3072154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07395215690076139,"score_gpt":0.3882184969450282,"score_spread":0.3142663400442668,"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."}}