{"id":"W2133458956","doi":"10.5539/ies.v8n2p78","title":"Mathematical Model and Qualimetric Assessment of Graduate Education Quality in Environment Saturated with Information and Communication Technologies","year":2015,"lang":"en","type":"article","venue":"International Education Studies","topic":"Information Systems and Technology Applications","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduate students; Quality (philosophy); Mathematics education; Psychology; Graduate education; Medical education; Computer science; Pedagogy; 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":[0.0006010895,0.0001059557,0.0001711699,0.0006669572,0.00007252856,0.00007594239,0.0001376442,0.00005985049,0.000002522632],"category_scores_gemma":[0.0003491292,0.00008840596,0.00001004652,0.0003337735,0.0001756037,0.0014802,0.0001511889,0.000107666,0.00001025757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001157543,"about_ca_system_score_gemma":0.0001333987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001907607,"about_ca_topic_score_gemma":0.00002437465,"domain_scores_codex":[0.9990227,0.0000126122,0.0005167502,0.0001102953,0.0002641877,0.00007344455],"domain_scores_gemma":[0.9982171,0.00005624213,0.0005097443,0.0001929788,0.001015952,0.000007959026],"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":[0.00002344281,0.0002946177,0.03919851,0.0002169863,0.00007556978,2.971504e-8,0.001273446,0.0004127566,0.00003545709,0.9059129,0.001388621,0.05116764],"study_design_scores_gemma":[0.002425504,0.00006478691,0.2847681,0.0006015995,0.0001251378,0.00002529665,0.1889454,0.08637021,0.0001324907,0.4120144,0.02371823,0.000808904],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771014,0.0005879122,0.004932012,0.005986305,0.0001333719,0.0005035466,0.000005540453,0.0001073845,0.01064256],"genre_scores_gemma":[0.9881875,0.0002401552,0.01090247,0.0002013755,0.00001487951,0.0003070282,0.00007537517,0.000004485346,0.00006672419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4938985,"threshold_uncertainty_score":0.3605091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1094496609495135,"score_gpt":0.38276688551925,"score_spread":0.2733172245697365,"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."}}