{"id":"W7147542230","doi":"10.70675/3958f742z8203z4c7dzafc8z794541e325b5","title":"Curriculum research on Sustainable Development Education in Chinese Higher Education -- Education for SD, SD for Education","year":2020,"lang":"","type":"dissertation","venue":"","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Durable good; Curriculum; Higher education; Education for sustainable development; Occupational training","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.006577256,0.001607057,0.001373283,0.004338434,0.003849605,0.001494741,0.002112526,0.001972493,0.001124596],"category_scores_gemma":[0.00711745,0.001782653,0.0005798406,0.007929212,0.0004318982,0.002152896,0.0001602885,0.001667174,0.0002777553],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0189603,"about_ca_system_score_gemma":0.2663019,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02118878,"about_ca_topic_score_gemma":0.004452146,"domain_scores_codex":[0.9858883,0.00185943,0.003128096,0.003674947,0.002618872,0.002830382],"domain_scores_gemma":[0.974856,0.002065071,0.00168644,0.00151352,0.01873653,0.001142464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000929556,0.03405029,0.02337176,0.01066559,0.0001289329,3.066676e-7,0.1076881,0.00006459722,0.00007736599,0.5077671,0.1409612,0.1742951],"study_design_scores_gemma":[0.000607149,0.0004511819,0.02913056,0.0008716845,0.0001100156,7.52785e-7,0.4607556,0.00006468082,0.0002055642,0.05579288,0.4507121,0.00129779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8173051,0.003398567,0.0001428787,0.02497469,0.03970551,0.04169852,0.0000182759,0.0002614799,0.07249498],"genre_scores_gemma":[0.57156,0.0002245461,0.005641175,0.001244767,0.006729051,0.05325776,0.01009708,0.0002665642,0.350979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4519742,"threshold_uncertainty_score":0.9997885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04247765775048943,"score_gpt":0.4878660102348998,"score_spread":0.4453883524844103,"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."}}