{"id":"W1999850755","doi":"10.5539/ies.v2n2p72","title":"The Characteristics and Enlightening of NCATE","year":2009,"lang":"en","type":"article","venue":"International Education Studies","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Teacher education; Higher education; Institution; Pedagogy; Political science; Medical education; Sociology; Mathematics education; Psychology; Medicine; Law","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":[0.0003455022,0.00005289371,0.00007165099,0.00005992051,0.0001443715,0.00007577308,0.0003055802,0.00001157125,0.00000183273],"category_scores_gemma":[0.0005034864,0.00003677771,0.00001859175,0.00008827465,0.00004764738,0.0001518776,0.00005032479,0.00005358082,0.00000382056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002438955,"about_ca_system_score_gemma":0.00007780481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000406365,"about_ca_topic_score_gemma":4.522047e-7,"domain_scores_codex":[0.9994793,0.0000494724,0.0001804511,0.0001118003,0.000117241,0.00006172611],"domain_scores_gemma":[0.9988812,0.0002365946,0.0001260151,0.0001445396,0.0005885041,0.00002321039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000002367975,0.00007199348,0.003699927,0.000003148261,0.00004526697,8.994884e-8,0.005697125,5.041877e-7,0.000295484,0.4084441,0.002428907,0.5793111],"study_design_scores_gemma":[0.0001533976,0.00005545337,0.5393078,0.0000663156,0.00001195186,0.00002158132,0.001893589,0.000599985,0.001259819,0.07838295,0.3780734,0.0001737384],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.679437,0.008623244,0.1365426,0.1399176,0.02150929,0.000218934,0.000003397332,0.0001610155,0.01358693],"genre_scores_gemma":[0.9573503,0.0005194398,0.03925078,0.0006555029,0.0001358383,0.000008604784,0.000001314455,0.000001733343,0.002076559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5791373,"threshold_uncertainty_score":0.1499752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05570770004012853,"score_gpt":0.4263411107410727,"score_spread":0.3706334107009442,"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."}}