{"id":"W2960049244","doi":"10.3390/su11143881","title":"Just Transformations to Sustainability","year":2019,"lang":"en","type":"article","venue":"Sustainability","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":364,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of British Columbia; Fisheries and Oceans Canada","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Sustainability; Business; Environmental economics; Natural resource economics; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001192932,0.0003041267,0.0003331948,0.00006144602,0.0002634886,0.00006845484,0.0005767485,0.000145785,0.009073226],"category_scores_gemma":[0.001883746,0.0002962312,0.0001898649,0.001060386,0.0003060397,0.0007499479,0.0004073572,0.0002773403,0.001363554],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009703355,"about_ca_system_score_gemma":0.0003389348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009926504,"about_ca_topic_score_gemma":0.0004213038,"domain_scores_codex":[0.9969097,0.000180004,0.0004790523,0.0008563566,0.0005787177,0.0009962028],"domain_scores_gemma":[0.9976868,0.000159952,0.00008525852,0.001264375,0.000442478,0.000361126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004644202,0.001056919,0.8908597,0.001371165,0.0000213107,0.00002344902,0.04304289,0.0180121,0.0002267836,0.0127592,0.00759138,0.02457066],"study_design_scores_gemma":[0.0008758181,0.0004375898,0.6353653,0.00001154065,0.00002686558,0.000008647533,0.07172581,0.0005601985,0.0005278142,0.09971133,0.189863,0.0008861483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662592,0.00001572072,0.0006244613,0.01457566,0.0001903,0.002923471,0.00002537255,0.0001880452,0.01519777],"genre_scores_gemma":[0.9942336,0.000003620802,0.0001757755,0.0007485177,0.00003321733,0.0002540358,0.00001006199,0.00002415588,0.004517036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2554944,"threshold_uncertainty_score":0.999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00832141975419501,"score_gpt":0.2593297157597174,"score_spread":0.2510082960055224,"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."}}