{"id":"W3019713972","doi":"10.1016/j.jpubeco.2020.104238","title":"Labor demand in the time of COVID-19: Evidence from vacancy postings and UI claims","year":2020,"lang":"en","type":"article","venue":"Journal of Public Economics","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":450,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Canada Excellence Research Chairs, Government of Canada; Canada Research Chairs","keywords":"Unemployment; Coronavirus disease 2019 (COVID-19); Hospitality; Economics; Labour economics; Work (physics); Demographic economics; Law; Economic growth; Engineering; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00289593,0.0003922947,0.0005707252,0.001640696,0.001208344,0.002576434,0.001922463,0.002644831,0.01017297],"category_scores_gemma":[0.02189175,0.0004829623,0.0006909444,0.003007711,0.001062875,0.002080223,0.002124637,0.003496137,0.002259635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203986,"about_ca_system_score_gemma":0.001024899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07515637,"about_ca_topic_score_gemma":0.08245052,"domain_scores_codex":[0.9982945,0.0005359803,0.0001197017,0.0001748783,0.000299926,0.0005750411],"domain_scores_gemma":[0.9569322,0.01651914,0.01660171,0.001307566,0.00264625,0.005993238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001091228,0.0009613539,0.9879233,0.00004739067,0.0001255875,0.000226874,0.001334082,0.0005574669,0.0002584502,0.0006933545,0.002381584,0.004399314],"study_design_scores_gemma":[0.00003320924,0.0002803713,0.9910697,0.00004030212,0.00005776084,0.0000443139,0.005077984,0.001470685,0.0001635848,0.0003033309,0.001438945,0.00001969732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926237,0.0003599718,0.0001088113,0.001119388,0.00003713247,0.00002457276,0.002549206,0.000006303661,0.003170938],"genre_scores_gemma":[0.9946244,0.0002627783,0.00002995786,0.0001767708,0.00006997889,0.00002282007,0.002559116,0.000006443748,0.00224773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07515637,"threshold_uncertainty_score":0.1494378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09821897463711056,"score_gpt":0.2788009067938406,"score_spread":0.18058193215673,"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."}}