{"id":"W1799084732","doi":"10.3386/w16877","title":"The Effect of Evaluation on Performance: Evidence from Longitudinal Student Achievement Data of Mid-career Teachers","year":2011,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"School Choice and Performance","field":"Social Sciences","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manning Diversified Forest Products (Canada)","funders":"Institute of Education Sciences; Harvard University; Joyce Foundation; U.S. Department of Education","keywords":"Mathematics education; Longitudinal data; Student achievement; Psychology; Academic achievement; Econometrics; Medical education; Computer science; Mathematics; Medicine; Data mining","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04993116,0.0001689611,0.0004204012,0.0003114001,0.0003718126,0.00005220708,0.001963814,0.0002544256,0.0005667499],"category_scores_gemma":[0.004809913,0.0001249838,0.0001173335,0.0002003817,0.0006664193,0.0004460958,0.0003777148,0.0006519754,0.00005563645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00170271,"about_ca_system_score_gemma":0.005406608,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02024528,"about_ca_topic_score_gemma":0.006288944,"domain_scores_codex":[0.9912792,0.001131122,0.0008262742,0.0005190754,0.005898282,0.0003460606],"domain_scores_gemma":[0.9915386,0.004700858,0.0007266116,0.0008426873,0.002109851,0.00008140802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008970296,0.0001866131,0.8932795,0.0003423964,0.0009650799,6.932855e-7,0.003677028,0.0008328515,0.0001098561,0.001668658,0.05288142,0.04515889],"study_design_scores_gemma":[0.001333321,0.002032964,0.9578016,0.002169603,0.0002968764,8.208341e-7,0.001067074,0.0009933623,0.003015987,0.003024424,0.02785678,0.0004072157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8721202,0.003219901,4.208891e-7,0.0004192549,0.0008695128,0.001545073,0.0001688883,0.000005273521,0.1216515],"genre_scores_gemma":[0.9876349,0.009517184,0.00001617028,0.000002475715,0.001060819,0.0001553027,0.0003307067,0.00001421767,0.001268203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1203833,"threshold_uncertainty_score":0.986279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6749455625049929,"score_gpt":0.6025124768252421,"score_spread":0.07243308567975082,"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."}}