{"id":"W1974012661","doi":"10.5539/jsd.v8n3p1","title":"Sustainability in Higher Education: Analysis and Selection of Assessment Systems","year":2015,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Sustainability organizations; Higher education; Business; Selection (genetic algorithm); Sustainability science; Environmental economics; Computer science; Economics; Economic growth; Ecology; Artificial intelligence","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":[0.006090738,0.0001177963,0.0003940167,0.001126829,0.0001560692,0.0001047437,0.0001940677,0.0001098982,0.00006146839],"category_scores_gemma":[0.0007500201,0.0001151289,0.00006131323,0.0026555,0.0001473147,0.0005957738,0.00005117276,0.0001914838,2.583841e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008518763,"about_ca_system_score_gemma":0.02018548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003212792,"about_ca_topic_score_gemma":0.0001807564,"domain_scores_codex":[0.9972791,0.0005487268,0.0008780193,0.0001755278,0.0007580316,0.0003605888],"domain_scores_gemma":[0.9930129,0.000157063,0.0006224108,0.0001089071,0.005853682,0.0002450177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006200819,0.0006763107,0.9058614,0.000329028,0.000191657,0.00001504483,0.0389562,0.001781197,0.0000034579,0.04972455,0.0008996299,0.001499452],"study_design_scores_gemma":[0.000258303,0.00006077289,0.6114259,0.00001775916,0.00008281924,0.000002839923,0.3153202,0.00001340476,0.00001417524,0.004107024,0.06859596,0.0001008745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907412,0.0005268409,0.0002736966,0.004758577,0.0004670275,0.0005528958,1.555616e-7,0.000009829716,0.002669771],"genre_scores_gemma":[0.990457,0.00001950623,0.001937417,0.00002092576,0.0001469382,0.00004163023,0.000001285727,0.000006628334,0.007368683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2944356,"threshold_uncertainty_score":0.9952874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02908658883387469,"score_gpt":0.3583096807350115,"score_spread":0.3292230919011368,"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."}}