{"id":"W2159764435","doi":"10.22230/ijepl.2009v4n5a99","title":"The Effects of Educational Accountability on Teachers: Are Policies Too Stress Provoking for Their Own Good?","year":2009,"lang":"en","type":"article","venue":"International Journal of Education Policy and Leadership","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Unintended consequences; Burnout; Perception; Psychology; Path analysis (statistics); State policy; Test (biology); State (computer science); Political science; Stress (linguistics); Public relations; Policy analysis; Public administration; Clinical psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009858245,0.0001254875,0.0001659789,0.0002455249,0.0003356164,0.0001645176,0.0004586648,0.00007748888,0.00001278416],"category_scores_gemma":[0.006394474,0.00009072496,0.0001283137,0.0001666685,0.0004561782,0.0002914265,0.00000959112,0.0002135406,0.000001116631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003480626,"about_ca_system_score_gemma":0.001639216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000709614,"about_ca_topic_score_gemma":0.0003943132,"domain_scores_codex":[0.9985539,0.0002418062,0.0003918676,0.0001286937,0.0004260706,0.0002576184],"domain_scores_gemma":[0.995506,0.002832699,0.0006397009,0.0001133374,0.0007882176,0.0001199901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001740192,0.001292716,0.06039826,0.00008501249,0.0002265838,1.133236e-7,0.4736051,0.000005814695,0.0001530895,0.3662096,0.0124876,0.08536214],"study_design_scores_gemma":[0.0005376902,0.0002458744,0.3115531,0.0004520777,0.00003729076,0.00000598421,0.555098,0.000001342663,0.0008759242,0.02351959,0.1074928,0.0001803065],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3177774,0.002531117,0.00002715858,0.6744481,0.002322931,0.0003703764,0.00001228112,0.000009735838,0.002500907],"genre_scores_gemma":[0.9902885,0.0002083081,0.00006992152,0.003482683,0.003817996,0.00002201895,0.000003655898,0.000006769598,0.002100178],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6725111,"threshold_uncertainty_score":0.7655245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1467578084905451,"score_gpt":0.439560151647965,"score_spread":0.2928023431574199,"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."}}