{"id":"W2016814546","doi":"10.5430/ijhe.v2n1p35","title":"Measuring Educational Sustainability","year":2012,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Sustainability organizations; Action (physics); Meaning (existential); Sustainability science; Social sustainability; Function (biology); Workforce; Measure (data warehouse); Business; Environmental Sustainability Index; Investment (military); Environmental economics; Economics; Computer science; Economic growth; Political science; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001895104,0.0001141368,0.0001366547,0.0003758168,0.0001938458,0.0001334729,0.0006373198,0.00009777323,0.002049315],"category_scores_gemma":[0.001681628,0.0001178861,0.0001347918,0.0002971667,0.0001863986,0.001657731,0.00003622371,0.0002179328,0.00004264506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003472114,"about_ca_system_score_gemma":0.004719272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000518801,"about_ca_topic_score_gemma":0.00001502598,"domain_scores_codex":[0.9975511,0.0003490662,0.0005382678,0.0001218961,0.001110572,0.0003290582],"domain_scores_gemma":[0.9937019,0.0003613297,0.0005084534,0.0001710602,0.004968337,0.0002889679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006157019,0.002068427,0.5963222,0.00002129579,0.0001010585,6.607183e-7,0.02655111,0.00003403895,0.00006652888,0.3313214,0.02267912,0.02077256],"study_design_scores_gemma":[0.0001409135,0.0000141895,0.459555,0.00002245331,0.00002406212,0.00001463624,0.007490737,2.189018e-7,0.0000758522,0.04071483,0.4918346,0.0001124966],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.829084,0.00212201,0.000101868,0.1017501,0.03703752,0.0002872259,0.000002021918,0.00003060212,0.02958462],"genre_scores_gemma":[0.978261,0.00003562307,0.0009548147,0.000458745,0.01141384,0.000024152,0.000007702254,0.0000134143,0.008830699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4691555,"threshold_uncertainty_score":0.9988629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03366922897493282,"score_gpt":0.4012748087226885,"score_spread":0.3676055797477557,"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."}}