{"id":"W1994004514","doi":"10.5539/ies.v1n3p33","title":"Research on Evaluation Indicator System for Teaching Quality of College Teachers","year":2008,"lang":"en","type":"article","venue":"International Education Studies","topic":"Advanced Decision-Making Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rationality; Quality (philosophy); Evaluation methods; Mathematics education; Teaching method; Psychology; Medical education; Computer science; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.004718023,0.00009528497,0.0001864152,0.0007141002,0.0003521409,0.00001884832,0.0007676917,0.00004524143,0.000002636192],"category_scores_gemma":[0.005695058,0.00008680773,0.00006530769,0.0003069103,0.000145886,0.0003293208,0.0001901521,0.0001766446,0.00001196188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000888448,"about_ca_system_score_gemma":0.0004815708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002599402,"about_ca_topic_score_gemma":0.000002617702,"domain_scores_codex":[0.9972861,0.0003877327,0.0004703528,0.0003579173,0.001360742,0.0001371957],"domain_scores_gemma":[0.9935876,0.002024704,0.0003153683,0.0004119126,0.003626164,0.00003425839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000527226,0.0004581871,0.001049791,0.00004424123,0.0001450036,6.213791e-7,0.008590466,0.0001334841,0.0004797524,0.8510098,0.03176985,0.106266],"study_design_scores_gemma":[0.004200627,0.001502814,0.0819694,0.002911397,0.00006475689,0.0001192821,0.1249343,0.01883901,0.04029295,0.5279274,0.1955717,0.001666361],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4888239,0.0007823106,0.4920318,0.003457836,0.004227956,0.001232479,0.00003620508,0.0002837022,0.009123807],"genre_scores_gemma":[0.8775126,0.00002186127,0.1213603,0.00007020804,0.0001316068,0.0004903914,0.000005607756,0.000007143323,0.0004002612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3886887,"threshold_uncertainty_score":0.6817928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3895932475170267,"score_gpt":0.5988720007092168,"score_spread":0.2092787531921901,"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."}}