{"id":"W2585371620","doi":"10.5539/ies.v10n2p35","title":"Students Evaluation of Faculty","year":2017,"lang":"en","type":"article","venue":"International Education Studies","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Medical education; Sample (material); Medicine","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":[0.00498168,0.00005953206,0.00009666318,0.00009115486,0.0008923855,0.0001764707,0.0007443753,0.0000307824,0.0002955884],"category_scores_gemma":[0.02746831,0.00005865024,0.0000420343,0.00003358001,0.000263972,0.0008443298,0.0001185125,0.00006312129,0.00006300274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002986559,"about_ca_system_score_gemma":0.000636277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001864999,"about_ca_topic_score_gemma":0.0007940357,"domain_scores_codex":[0.9972154,0.0002714058,0.0002237775,0.0001458403,0.002064582,0.00007896039],"domain_scores_gemma":[0.9923036,0.0001665117,0.0006584705,0.0002305542,0.006609248,0.00003168938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002125556,0.0006451007,0.6646192,0.00001199789,0.00061024,1.29689e-7,0.04780805,0.00006748387,0.00007029989,0.0624729,0.02821954,0.1954538],"study_design_scores_gemma":[0.0005027688,0.00001478439,0.6767316,0.00008937613,0.0001433845,4.153756e-7,0.04102156,0.00006116508,0.0001532016,0.0183072,0.2628465,0.0001281247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8792472,0.0004144736,0.00001988603,0.02256497,0.006962776,0.0002150337,0.000006461017,0.00002220782,0.09054703],"genre_scores_gemma":[0.9911113,0.0002137127,0.0008608792,0.0001111857,0.0003711968,0.00006977317,0.00001095797,0.000004114,0.007246858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2346269,"threshold_uncertainty_score":0.9807237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6339014097509729,"score_gpt":0.703592797070242,"score_spread":0.06969138731926916,"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."}}