{"id":"W4384153377","doi":"10.1002/jae.2995","title":"Employment reconciliation and nowcasting","year":2023,"lang":"en","type":"article","venue":"Journal of Applied Econometrics","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal; Center for Interuniversity Research and Analysis on Organizations","funders":"","keywords":"Payroll; Nowcasting; Census; Payroll tax; Economics; Labour economics; Construct (python library); Econometrics; Demographic economics; Geography; Unemployment; Computer science; Accounting; Sociology; Economic growth; Demography; Population","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005501804,0.0004087026,0.0007778135,0.002345783,0.0007497922,0.002215365,0.001262034,0.0006966807,0.007812118],"category_scores_gemma":[0.02977862,0.0003678412,0.0008653677,0.002560742,0.0007428051,0.001765408,0.002319988,0.002008708,0.001444205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018305,"about_ca_system_score_gemma":0.001569151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008684799,"about_ca_topic_score_gemma":0.00969362,"domain_scores_codex":[0.9963284,0.001661367,0.0002397112,0.000687237,0.0007161458,0.0003671321],"domain_scores_gemma":[0.9877396,0.002983039,0.001208328,0.004965941,0.00289824,0.0002048155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007135054,0.0002483294,0.0496053,0.0002458449,0.0002681849,0.0002684001,0.001525891,0.1675794,0.002959536,0.1279671,0.03199949,0.616619],"study_design_scores_gemma":[0.0001344136,0.0002307872,0.05807864,0.0002627311,0.0001310129,0.0002105178,0.001897641,0.6639252,0.01306413,0.1580169,0.103811,0.0002370319],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3007314,0.0007323383,0.6678477,0.004335127,0.001171409,0.0002573137,0.004795014,0.002622741,0.01750691],"genre_scores_gemma":[0.8740517,0.0002185795,0.113244,0.0002741698,0.0002614455,0.0001429621,0.00512829,0.0004945236,0.006184376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008684799,"threshold_uncertainty_score":0.02909666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06414256434767004,"score_gpt":0.2375383432101385,"score_spread":0.1733957788624685,"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."}}