{"id":"W2081564375","doi":"10.1108/01437720510597649","title":"The impact of overqualification on job search","year":2005,"lang":"en","type":"article","venue":"International Journal of Manpower","topic":"Labor market dynamics and wage inequality","field":"Economics, Econometrics and Finance","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Matching (statistics); Probit model; Sample (material); Differential (mechanical device); Perspective (graphical); Probit; Originality; Economics; Ordered probit; Job analysis; Empirical research; Value (mathematics); Labour economics; Econometrics; Psychology; Job satisfaction; Social psychology; Mathematics; Management; Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001526283,0.00006474792,0.0001475778,0.0001542838,0.00003199374,0.0000650722,0.0004514242,0.00003548404,0.0002358305],"category_scores_gemma":[0.0002273146,0.00004503838,0.0002130595,0.00006934252,0.00003729553,0.0001649268,0.00003097489,0.0001489717,0.0000576591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000212553,"about_ca_system_score_gemma":0.00003471159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008392565,"about_ca_topic_score_gemma":0.000005916566,"domain_scores_codex":[0.9989688,0.00002667862,0.0006851123,0.00008064758,0.0001397387,0.00009898186],"domain_scores_gemma":[0.9987036,0.0001690644,0.0006108075,0.0001483933,0.0003289081,0.00003923056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004304792,0.0002718116,0.08167389,0.000002596159,0.0004473066,0.000006333658,0.0002920441,0.003428208,0.0001521223,0.901036,0.002882672,0.009376546],"study_design_scores_gemma":[0.001699192,0.0004766549,0.8437955,0.00005468576,0.000006820065,0.00004012026,0.0000853815,0.006869575,0.0004355216,0.08373681,0.0625634,0.0002363744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771999,0.0002889076,0.001159233,0.003315081,0.000582126,0.00003910382,0.00008268576,0.000002329181,0.01733063],"genre_scores_gemma":[0.9984197,0.0003468706,0.0001450466,0.00009693568,0.0003203629,6.118109e-7,0.000002312102,0.000007439024,0.000660726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8172992,"threshold_uncertainty_score":0.2582178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03342858213696329,"score_gpt":0.3189411480731973,"score_spread":0.285512565936234,"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."}}