{"id":"W4387889400","doi":"10.59863/urzl9477","title":"ETS 2025 技能分类法","year":2023,"lang":"zh","type":"article","venue":"Chinese/English Journal of Educational Measurement and Evaluation","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"American Educational Research Association","keywords":"Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01240448,0.0003674462,0.0005305563,0.0007584238,0.0002901556,0.0001418476,0.000344712,0.0002842458,0.006310513],"category_scores_gemma":[0.004192063,0.000317638,0.0002539486,0.0009789334,0.0001651099,0.0003748332,0.00003721462,0.0005826409,0.0003232812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002961959,"about_ca_system_score_gemma":0.00118406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001906212,"about_ca_topic_score_gemma":0.00003614636,"domain_scores_codex":[0.9944875,0.001022808,0.00121688,0.0004499236,0.00235818,0.0004647447],"domain_scores_gemma":[0.9928162,0.000583664,0.0009191866,0.0002935836,0.005070132,0.0003172171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009976834,0.002321916,0.2752448,0.0003208126,0.002048528,0.00001323878,0.04200583,0.0003138742,0.001291951,0.01626394,0.5957312,0.06344622],"study_design_scores_gemma":[0.003498191,0.0004002645,0.9330763,0.0003105986,0.0004976135,0.00007876296,0.001846593,0.0002512362,0.00000387902,0.04304178,0.01666206,0.0003326783],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8733849,0.01697706,0.00002147616,0.03511791,0.02227355,0.00055703,0.00004483326,0.00001972289,0.05160356],"genre_scores_gemma":[0.9895345,0.0007434625,0.0000793188,0.0006693082,0.007505892,0.00003651797,0.0001088189,0.00003580585,0.001286373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6578315,"threshold_uncertainty_score":0.9999276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1640086570006344,"score_gpt":0.4297771686394306,"score_spread":0.2657685116387962,"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."}}