{"id":"W2771855104","doi":"10.5539/elt.v13n2p32","title":"The Qualities of Effective Teachers as Perceived by Saudi EFL Students and Teachers","year":2020,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Likert scale; Descriptive statistics; Perception; Mathematics education; Sample (material); Scale (ratio); Test (biology); Developmental psychology; Statistics","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":[0.002062293,0.0001568204,0.000221869,0.00002931956,0.0007714762,0.0001757282,0.0003983847,0.00008405525,0.00004865126],"category_scores_gemma":[0.006539859,0.0001242631,0.00007180434,0.0001090482,0.0005014545,0.0001955965,0.00008305621,0.0006168929,0.000007689569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009837087,"about_ca_system_score_gemma":0.0000530055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004191355,"about_ca_topic_score_gemma":0.0004536023,"domain_scores_codex":[0.9970276,0.001683925,0.0002135212,0.0002590461,0.0004953454,0.0003205073],"domain_scores_gemma":[0.9984844,0.001040354,0.000128092,0.0001391577,0.00003767892,0.000170328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000009863142,0.00003896532,0.02013294,0.00001122099,0.00008101997,9.027877e-7,0.962419,3.788164e-7,0.0003880028,0.0007593179,0.003142616,0.0130158],"study_design_scores_gemma":[0.0003120214,0.00005103055,0.008879275,0.00002692954,0.00002986401,1.31766e-7,0.9663198,7.102688e-7,0.00007626024,0.00002727406,0.02413457,0.0001421159],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748364,0.002961006,0.00001358489,0.009865879,0.000220811,0.0003559729,0.000005910101,0.0001679055,0.01157249],"genre_scores_gemma":[0.99658,0.0000849602,0.00006229978,0.0006683937,0.0004647733,0.00003271997,0.000004683084,0.00001888548,0.002083256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02174359,"threshold_uncertainty_score":0.7829294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03681650291218164,"score_gpt":0.383714181802674,"score_spread":0.3468976788904923,"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."}}