{"id":"W2082507742","doi":"10.5539/jsd.v5n7p91","title":"A Psychometric Evaluation of Two Teaching Effectiveness Scales","year":2012,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scale (ratio); Construct (python library); Accountability; Psychology; Mathematics education; Diversity (politics); Higher education; Quality (philosophy); Teaching method; Sociology; Computer science; Political science; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.02097615,0.000423287,0.0006261306,0.004431854,0.0008310348,0.001614885,0.0009173737,0.0006694749,0.002050396],"category_scores_gemma":[0.07842705,0.0003847264,0.00190297,0.003456623,0.001115708,0.002109767,0.001651553,0.001215495,0.000375947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00145487,"about_ca_system_score_gemma":0.002199914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001171671,"about_ca_topic_score_gemma":0.001530859,"domain_scores_codex":[0.9767333,0.007578569,0.003286096,0.0008251473,0.01104475,0.0005321394],"domain_scores_gemma":[0.9080223,0.05784235,0.008135175,0.003177481,0.02071318,0.002109575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001212612,0.002197978,0.7116013,0.0005501013,0.0006344199,0.0001441499,0.004276174,0.002023845,0.002022708,0.004208776,0.00233238,0.2687956],"study_design_scores_gemma":[0.0003294422,0.004530369,0.9643226,0.0003737704,0.0002641768,0.0003376728,0.005813402,0.009103295,0.00281023,0.002652198,0.009348446,0.0001142909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598512,0.0007168547,0.01563889,0.0005543664,0.0002222857,0.002567568,0.0007209195,0.0001410427,0.01958687],"genre_scores_gemma":[0.9769456,0.0003026871,0.01899971,0.0001009271,0.00004491834,0.002027326,0.0005948886,0.00002103773,0.0009628822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02097615,"threshold_uncertainty_score":0.1109338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1073250196504247,"score_gpt":0.4593847861589662,"score_spread":0.3520597665085414,"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."}}