{"id":"W3132702764","doi":"10.1093/oep/gpab002","title":"Economic conditions, task shares, and overqualification","year":2021,"lang":"en","type":"article","venue":"Oxford Economic Papers","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Task (project management); Unemployment; Cognition; Quality (philosophy); Economics; Labour economics; Affect (linguistics); Point (geometry); Demographic economics; Psychology; Economic growth; Management; Mathematics; Communication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0007949796,0.00013689,0.0002604105,0.0008668066,0.0003872106,0.001204614,0.0002432264,0.0003072072,0.008414028],"category_scores_gemma":[0.005672315,0.00009452523,0.0002041887,0.0009763011,0.0004169984,0.0004521809,0.0007868171,0.0004023088,0.000689215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006201167,"about_ca_system_score_gemma":0.0003348457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01150307,"about_ca_topic_score_gemma":0.01232334,"domain_scores_codex":[0.9995337,0.00009660243,0.00004012651,0.00004768287,0.0001334295,0.0001484996],"domain_scores_gemma":[0.9927423,0.002099751,0.002951849,0.0003839746,0.0004715415,0.001350574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002295233,0.0002016723,0.9893107,0.00001731438,0.0000311513,0.0000836472,0.0001548959,0.002150757,0.0002474514,0.001151349,0.0003041638,0.006117391],"study_design_scores_gemma":[0.000003236296,0.00002893703,0.9977849,0.000006744112,0.000002906083,0.00002006749,0.0001792142,0.001156354,0.00006287191,0.0004671379,0.0002848062,0.000002889012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968842,0.0001164519,0.0001394172,0.00008995487,0.000002904069,0.000006351206,0.0004253653,0.000002217669,0.002333147],"genre_scores_gemma":[0.9992759,0.00002518842,0.00002729388,0.000005555951,0.000003546451,0.000002150062,0.0002736667,0.000001104317,0.0003857006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01150307,"threshold_uncertainty_score":0.02814776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169305423683083,"score_gpt":0.2308409773503852,"score_spread":0.2139104349820769,"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."}}