{"id":"W2119341256","doi":"10.3390/su5083562","title":"Alternative Communications about Sustainability Education","year":2013,"lang":"en","type":"article","venue":"Sustainability","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Premise; Sustainability; Conceptualization; Normative; Vanguard; Engineering ethics; Sustainable development; Sociology; Environmental ethics; Management science; Political science; Ecology; Epistemology; Computer science; Engineering; Artificial intelligence; Geography; Law","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000828105,0.0003125877,0.0002608816,0.00006738382,0.0005480499,0.0001206173,0.001077039,0.0001349561,0.01124738],"category_scores_gemma":[0.002387089,0.0003043437,0.0001598842,0.0005485801,0.001888176,0.001049624,0.001047032,0.0003907502,0.000952919],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01082475,"about_ca_system_score_gemma":0.0008143722,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01608196,"about_ca_topic_score_gemma":0.0002079303,"domain_scores_codex":[0.9969841,0.0005455681,0.0005674774,0.0007963449,0.0004371781,0.0006693939],"domain_scores_gemma":[0.9960238,0.000208235,0.0001795183,0.002667986,0.0005251262,0.0003952877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001854709,0.002527286,0.8069561,0.0001337798,0.00001404473,8.347502e-7,0.003297692,0.0003856819,0.00004528083,0.01356537,0.01069483,0.1623606],"study_design_scores_gemma":[0.0001596736,0.00004889896,0.6417993,0.000002817168,0.00001041136,0.000002771436,0.01003419,0.0006869616,0.00007064091,0.3023804,0.04451935,0.0002846088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443778,0.0001160634,0.0009955519,0.02127147,0.0002478335,0.003614752,0.000004585188,0.0002769756,0.02909498],"genre_scores_gemma":[0.9899828,0.00002077746,0.001380596,0.0009297928,0.0000475887,0.001428927,0.00001919195,0.00003535139,0.006154988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2888151,"threshold_uncertainty_score":0.9999409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007069962424268412,"score_gpt":0.2889511081144162,"score_spread":0.2818811456901477,"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."}}