{"id":"W2068841809","doi":"10.1007/s11837-013-0644-x","title":"Sustainability in Materials Education","year":2013,"lang":"en","type":"article","venue":"JOM","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hatch (Canada)","funders":"","keywords":"Sustainability; Sustainability science; Sustainability organizations; Engineering ethics; Engineering; Business; Environmental planning; Environmental resource management; Environmental science; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007807357,0.00005141466,0.00007812027,0.00007801903,0.0001146014,0.0001140622,0.0001426003,0.0000758835,0.002198747],"category_scores_gemma":[0.001542346,0.0000539724,0.00001596951,0.0002997957,0.0001260562,0.0004051037,0.000018786,0.00005108936,0.0001488961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325881,"about_ca_system_score_gemma":0.001599251,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07081881,"about_ca_topic_score_gemma":0.001288799,"domain_scores_codex":[0.9989672,0.0003122772,0.0001755802,0.0001548225,0.0001540521,0.000236038],"domain_scores_gemma":[0.9991836,0.0001097163,0.00004535369,0.0002014256,0.0003962426,0.00006368363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001281331,0.001232516,0.5353409,0.0001784271,0.000005249314,6.988088e-7,0.1438787,0.00001221611,0.0007665747,0.207038,0.05043179,0.06110217],"study_design_scores_gemma":[0.0000513604,0.000007774019,0.6457422,0.000004897259,0.00000164261,9.276405e-8,0.07471868,6.91298e-7,0.0002158159,0.1908151,0.0883564,0.00008540959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9551568,0.0000226729,0.000003457369,0.03331362,0.0007994748,0.0007989667,3.54543e-7,0.00004357317,0.009861069],"genre_scores_gemma":[0.9947515,0.000003972047,0.0001364144,0.00019486,0.0002842368,0.0003356082,0.000003756868,0.000004665737,0.004285038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1104012,"threshold_uncertainty_score":0.9987134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007628127107984627,"score_gpt":0.3539778971429625,"score_spread":0.3463497700349779,"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."}}