{"id":"W4414086661","doi":"10.3389/feduc.2025.1602990","title":"Sustainable development modules: algorithm development and implementation in university educational programs","year":2025,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Sustainable development; Curriculum; Adaptation (eye); Key (lock); Development (topology); Kazakh","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":[],"consensus_categories":[],"category_scores_codex":[0.0008958161,0.0001017511,0.0001121616,0.0007113155,0.0003752773,0.00007334217,0.0001641385,0.00008815047,0.00003333401],"category_scores_gemma":[0.0000986513,0.0001365637,0.00001231358,0.001184873,0.0001223442,0.0004359241,0.00004159814,0.0001018274,0.00000165805],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005769246,"about_ca_system_score_gemma":0.009038594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005017015,"about_ca_topic_score_gemma":0.003934602,"domain_scores_codex":[0.9986948,0.0001874455,0.0002668045,0.0003066054,0.0001941327,0.0003502634],"domain_scores_gemma":[0.9994641,0.0000456158,0.00007557863,0.0001117119,0.0002359303,0.00006708648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006206494,0.0003477263,0.4308567,0.0000546408,0.000006918545,3.42932e-7,0.07517745,0.000004440179,2.263419e-7,0.01805129,0.002916283,0.4725778],"study_design_scores_gemma":[0.0001667525,0.000003326815,0.3638394,0.00002731845,0.000003143842,7.126788e-8,0.4077842,0.00001213006,0.00001884773,0.007167587,0.2208885,0.00008880398],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850227,0.0005519537,0.002995052,0.004444569,0.001611465,0.001359015,4.269752e-7,0.00003165305,0.003983189],"genre_scores_gemma":[0.7664556,0.00008881539,0.2088478,0.0001224884,0.0001018503,0.0003350175,0.0001477383,0.000009921717,0.02389075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.472489,"threshold_uncertainty_score":0.9980474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006122102649136754,"score_gpt":0.3043643862009671,"score_spread":0.2982422835518304,"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."}}