{"id":"W2107814245","doi":"10.1162/rest_a_00339","title":"Match Quality, Worker Productivity, and Worker Mobility: Direct Evidence from Teachers","year":2012,"lang":"en","type":"article","venue":"The Review of Economics and Statistics","topic":"School Choice and Performance","field":"Social Sciences","cited_by":225,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Quality (philosophy); Quarter (Canadian coin); Teacher quality; Labour economics; Demographic economics; Economics; Econometrics; Business; Operations management; Economic growth; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022866,0.0001801982,0.0005053219,0.0009936052,0.0006510855,0.001376465,0.0005106,0.0006258705,0.005878432],"category_scores_gemma":[0.01427793,0.0002452871,0.000533917,0.002666522,0.0006167699,0.0006416781,0.001254305,0.000625212,0.0007747835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005429428,"about_ca_system_score_gemma":0.0005332179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02202554,"about_ca_topic_score_gemma":0.02091026,"domain_scores_codex":[0.9985439,0.0007082068,0.0001012639,0.0002444659,0.000206051,0.0001960857],"domain_scores_gemma":[0.9734963,0.01344768,0.009592054,0.001123502,0.00109893,0.001241481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001905322,0.0001315932,0.9905992,0.00006073026,0.0002859867,0.00006566801,0.0004573704,0.0005287656,0.0001071043,0.0007015796,0.000566472,0.006304995],"study_design_scores_gemma":[0.00003201834,0.0001368494,0.9939849,0.0000559928,0.0002735499,0.00004941126,0.001789676,0.001067712,0.0001796127,0.001008294,0.001414148,0.000007779389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953557,0.001924631,0.0006230475,0.0004492756,0.000009469761,0.000007177222,0.0004166721,0.000004326234,0.001209705],"genre_scores_gemma":[0.9981936,0.0006640251,0.0001342563,0.00003860803,0.0000198816,0.000005673478,0.000259352,0.000002314638,0.0006822633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02202554,"threshold_uncertainty_score":0.04379463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08736307050210677,"score_gpt":0.3711332675115205,"score_spread":0.2837701970094137,"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."}}