{"id":"W4294689476","doi":"10.23977/aetp.2022.061012","title":"Higher education evaluation system based on AHP & EWM","year":2022,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Safety and Risk Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Analytic hierarchy process; Task (project management); Computer science; Scope (computer science); Entropy (arrow of time); Population; Artificial intelligence; Operations research; Engineering; Environmental health; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01302753,0.0009438355,0.001046348,0.007545266,0.001812168,0.003889456,0.001637646,0.0008365298,0.02376158],"category_scores_gemma":[0.0188137,0.0004926177,0.001060702,0.006856618,0.000371611,0.002800834,0.001960663,0.000959298,0.004563523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002852715,"about_ca_system_score_gemma":0.004514918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007349715,"about_ca_topic_score_gemma":0.00363081,"domain_scores_codex":[0.9899334,0.003419484,0.002478794,0.001005676,0.002734533,0.0004280469],"domain_scores_gemma":[0.9856523,0.003431312,0.0009469021,0.001247294,0.008118686,0.0006034351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001072924,0.001348468,0.01846575,0.001927755,0.0002438453,0.0005561218,0.001516112,0.08688398,0.005231568,0.03119117,0.118273,0.7332892],"study_design_scores_gemma":[0.0006366852,0.0005723262,0.01854439,0.000462854,0.0002041215,0.0001885694,0.001579511,0.7792657,0.01317296,0.02283228,0.1621811,0.0003594682],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04560168,0.0004405082,0.8498144,0.002053656,0.0005591843,0.01184641,0.01453286,0.02672507,0.04842636],"genre_scores_gemma":[0.3304989,0.0004838366,0.6269833,0.0002320986,0.0002223418,0.008576631,0.01666043,0.0005649442,0.01577759],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02376158,"threshold_uncertainty_score":0.07949036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0227314086626148,"score_gpt":0.3434724572976771,"score_spread":0.3207410486350623,"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."}}