{"id":"W4210473487","doi":"10.1787/20fff09e-en","title":"An assessment of the impact of COVID-19 on job and skills demand using online job vacancy data","year":2021,"lang":"en","type":"report","venue":"OECD policy responses to coronavirus (Covid-19)","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Demographic economics; Business; Supply and demand; Labor demand; Labour economics; Economics; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005142766,0.001161791,0.002420843,0.001160613,0.002146214,0.00005844417,0.001958431,0.0009550081,0.001174849],"category_scores_gemma":[0.02237281,0.0008490141,0.0005264593,0.0009290927,0.0005852903,0.0002527001,0.003453031,0.001631801,0.00001134042],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006920079,"about_ca_system_score_gemma":0.093739,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2067756,"about_ca_topic_score_gemma":0.0271518,"domain_scores_codex":[0.986937,0.005533401,0.00245656,0.00172782,0.001938312,0.001406943],"domain_scores_gemma":[0.983515,0.006722495,0.002367084,0.004424464,0.0006205865,0.002350372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002424583,0.0009026472,0.9075665,0.004529724,0.001367425,0.0001797168,0.005433625,0.0008393712,0.0009787786,0.0004658677,0.07206532,0.003246423],"study_design_scores_gemma":[0.002154782,0.0009573759,0.6489117,0.001074382,0.0005691625,0.00007576941,0.001107337,0.00005499458,0.00001211292,0.0003660993,0.3438407,0.0008755701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9206573,0.004247122,0.0003917471,0.0184749,0.00125371,0.00462154,0.04668535,0.0002037116,0.00346456],"genre_scores_gemma":[0.8572581,0.03187828,0.002034692,0.05696163,0.006395596,0.0006226309,0.004522133,0.0008616057,0.03946535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2717754,"threshold_uncertainty_score":0.9997382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4039747798650007,"score_gpt":0.6334430841199967,"score_spread":0.229468304254996,"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."}}