{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01296728,0.0006239054,0.0007554646,0.01272414,0.001432337,0.003910187,0.000677849,0.0006284476,0.003888076],"category_scores_gemma":[0.03294929,0.0002515501,0.001361644,0.009639,0.001067435,0.002935541,0.00207943,0.0007964403,0.0006223762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002796083,"about_ca_system_score_gemma":0.003277351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003169225,"about_ca_topic_score_gemma":0.002868735,"domain_scores_codex":[0.9868296,0.005537568,0.0014097,0.0007829068,0.004913125,0.0005272001],"domain_scores_gemma":[0.9748889,0.01464945,0.001861039,0.001360949,0.006678291,0.0005613233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004555026,0.0006547245,0.3818583,0.001711854,0.0003217187,0.0003808735,0.00485913,0.01573695,0.004211086,0.04361046,0.003720355,0.5424791],"study_design_scores_gemma":[0.0001781728,0.00161477,0.5829626,0.002088345,0.0008087403,0.001452953,0.02650408,0.1828349,0.01711475,0.1142558,0.06986596,0.0003189344],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6629154,0.003542727,0.252227,0.001946387,0.00009346232,0.003561672,0.003400687,0.0008910488,0.07142157],"genre_scores_gemma":[0.8718954,0.0009384204,0.123102,0.00006026421,0.00001740145,0.0008512373,0.001311142,0.00006448319,0.001759754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01296728,"threshold_uncertainty_score":0.0685783,"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."}}