{"id":"W2120856660","doi":"10.5430/wje.v2n2p17","title":"Rethink Student Evaluation of Teaching","year":2012,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformational leadership; Conceptualization; Psychology; Set (abstract data type); Mathematics education; Teacher leadership; Teaching method; Student achievement; Student engagement; Instructional leadership; Pedagogy; Educational leadership; Academic achievement; Social 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03492605,0.00005181744,0.0001126995,0.0002990944,0.0002531143,0.00004118901,0.0002107708,0.00003201092,0.0005044914],"category_scores_gemma":[0.00553098,0.00004845158,0.00006249877,0.0001892163,0.00005074713,0.001351973,0.00001327042,0.0003051313,0.00001244687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004206137,"about_ca_system_score_gemma":0.001270518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002875343,"about_ca_topic_score_gemma":0.0002089887,"domain_scores_codex":[0.9954149,0.002317425,0.0004446463,0.00005191258,0.001641649,0.000129516],"domain_scores_gemma":[0.9971201,0.000453916,0.00123913,0.0001075915,0.0009752486,0.0001040003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002909492,0.001704376,0.2632871,0.00001713812,0.00009999977,6.982274e-8,0.2617165,0.0002442071,0.0008847761,0.1522649,0.01989086,0.299861],"study_design_scores_gemma":[0.0006792187,0.000100207,0.5524232,0.0003224071,0.0007560478,0.000009552031,0.08370284,0.00005299098,0.0003785056,0.01259803,0.3487622,0.0002147783],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8707854,0.002112598,0.0001264443,0.01082149,0.004131759,0.0001870192,1.920852e-7,0.000007805307,0.1118273],"genre_scores_gemma":[0.9925152,0.00003898612,0.004303685,0.0001268804,0.001502691,0.000003221981,9.014831e-7,0.00000554453,0.00150286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3288714,"threshold_uncertainty_score":0.9937467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2149919886997595,"score_gpt":0.5558981907319727,"score_spread":0.3409062020322132,"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."}}