{"id":"W3009908379","doi":"10.1177/0192636520911197","title":"Teacher Performance Appraisal Regulation: A Policy Case Analysis","year":2020,"lang":"en","type":"article","venue":"NASSP Bulletin","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Performance appraisal; Evaluation methods; Policy analysis; Project appraisal; Mathematics education; Computer science; Pedagogy; Management science; Process management; Psychology; Political science; Business; Management; Public administration; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004101209,0.00009097342,0.0001540824,0.0001036975,0.0003883825,0.0000620311,0.0001341914,0.00007581632,0.004294553],"category_scores_gemma":[0.0008933857,0.00009057583,0.0001009325,0.001156809,0.0001668033,0.00004562164,0.00002443684,0.0001627648,0.0005778758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007302241,"about_ca_system_score_gemma":0.0001454195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002057855,"about_ca_topic_score_gemma":0.0003358825,"domain_scores_codex":[0.9988909,0.0002256483,0.0001567584,0.000217769,0.0002655218,0.0002434228],"domain_scores_gemma":[0.9994439,0.0001192024,0.00007001273,0.000118828,0.0000716139,0.0001764685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002788596,0.0001142375,0.1205242,0.00002327866,0.0003398444,0.00003178715,0.6800545,0.00009925684,0.00001053537,0.004656534,0.1810179,0.0131001],"study_design_scores_gemma":[0.0001447005,0.00001667735,0.02712959,0.00000212229,0.00009598775,0.000003790316,0.1000109,0.0001231598,0.000005945109,0.000006709769,0.8723268,0.0001336069],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2221835,0.0001624446,0.0001918091,0.7313818,0.0001168954,0.0001227221,0.000002308035,0.0001841169,0.04565439],"genre_scores_gemma":[0.9897758,0.0000163581,0.0003271483,0.002598905,0.001590318,0.00001648956,0.000004188182,0.00000782982,0.005662971],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7675923,"threshold_uncertainty_score":0.9966156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1108487725201381,"score_gpt":0.3974657012869247,"score_spread":0.2866169287667866,"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."}}