{"id":"W2775620538","doi":"10.5539/elt.v11n1p52","title":"The Affection of Student Ratings of Instruction toward EFL Instructors","year":2017,"lang":"en","type":"article","venue":"English Language Teaching","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Affection; Mathematics education; Perception; Quality (philosophy); Teaching method; Medical education; Pedagogy; Social psychology","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","sts"],"consensus_categories":[],"category_scores_codex":[0.006255641,0.00008681419,0.0001511283,0.00006228365,0.002037329,0.0002412191,0.0006126154,0.00007277623,0.00002989186],"category_scores_gemma":[0.01577777,0.00006962365,0.00007665557,0.00003853157,0.0003151775,0.0009452491,0.0001129094,0.0004074472,0.000001615931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009010494,"about_ca_system_score_gemma":0.00007503245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009966618,"about_ca_topic_score_gemma":0.001976128,"domain_scores_codex":[0.9977655,0.0009632809,0.0002957308,0.0001519931,0.0006595601,0.0001639044],"domain_scores_gemma":[0.9978697,0.000595053,0.0009788013,0.0004030517,0.0001109747,0.00004246722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000167034,0.00004261677,0.05399342,0.00002197846,0.00004226218,7.285946e-7,0.7788476,0.00002712822,0.002028115,0.02523949,0.00005201375,0.1396879],"study_design_scores_gemma":[0.00114521,0.0001490796,0.1416337,0.0001771049,0.0001024543,0.000001613564,0.8373819,0.00009209135,0.006538745,0.0005998372,0.0118918,0.0002864972],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619358,0.00009926091,0.00008117786,0.0004716894,0.001673236,0.0002029994,0.000001671843,0.00007327434,0.03546093],"genre_scores_gemma":[0.9981306,0.00002497311,0.0009695492,0.000008849525,0.0005494715,0.00000633443,0.000001577396,0.00001023876,0.0002984202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1394014,"threshold_uncertainty_score":0.9992619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05151748017531637,"score_gpt":0.4244728338228828,"score_spread":0.3729553536475664,"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."}}