{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02952913,0.0002709401,0.0004221826,0.001390872,0.0006936583,0.006448747,0.0008554331,0.0005377374,0.001376405],"category_scores_gemma":[0.09321054,0.000152623,0.0002788893,0.00103438,0.001949531,0.003784596,0.002907161,0.001685454,0.0004284671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002079159,"about_ca_system_score_gemma":0.001898942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002249747,"about_ca_topic_score_gemma":0.005665294,"domain_scores_codex":[0.970676,0.01828469,0.00141743,0.0009145291,0.00821683,0.0004906383],"domain_scores_gemma":[0.9219311,0.04450981,0.005911567,0.009675364,0.01637538,0.001596693],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002307907,0.0003060711,0.102704,0.0003274808,0.00007879639,0.0001114791,0.07345027,0.0007975608,0.004542134,0.01639198,0.006403118,0.7946563],"study_design_scores_gemma":[0.00007808654,0.001888834,0.6153402,0.002105144,0.0001772924,0.000735151,0.104875,0.01875866,0.021613,0.06008116,0.1739706,0.0003766986],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8993027,0.001400981,0.04362315,0.005073017,0.0008037479,0.0002375014,0.0001796521,0.0004425505,0.04893679],"genre_scores_gemma":[0.983402,0.0003988825,0.01200006,0.0002512654,0.00008707274,0.0001135862,0.00008551035,0.00007942608,0.003582176],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9704708,"threshold_uncertainty_score":0.1561668,"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."}}