{"id":"W3080070211","doi":"10.3390/su12166688","title":"Rural Sustainable Environmental Management","year":2020,"lang":"en","type":"article","venue":"Sustainability","topic":"Agriculture, Water, and Health","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Environmental planning; Environmental degradation; Business; Rural area; Sustainability; Environmental resource management; Sustainable development; Environmental pollution; Vulnerability (computing); Rural sociology; Rural management; Natural resource economics; Environmental protection; Geography; Economics; Agriculture; Political science; Rural development","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002480373,0.0001928267,0.000171144,0.00001228722,0.0002984807,0.00003551743,0.0002970568,0.00006753624,0.002265724],"category_scores_gemma":[0.00003433,0.0001534518,0.00008541391,0.0002058043,0.000226448,0.0002836436,0.0005930248,0.0001706379,0.0005397198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001850406,"about_ca_system_score_gemma":0.00002177981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003725462,"about_ca_topic_score_gemma":0.000008996316,"domain_scores_codex":[0.9981797,0.00008293992,0.0002373711,0.0004400339,0.0003429287,0.0007170467],"domain_scores_gemma":[0.9992871,0.00001340446,0.00005387368,0.0002846876,0.00001107172,0.0003498889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002300595,0.0005871543,0.9151055,0.0007329564,0.00003623581,0.000333275,0.00818792,0.001100392,0.0001444243,0.01764487,0.04115817,0.01473901],"study_design_scores_gemma":[0.0006417338,0.0002332201,0.7612943,0.000002386192,0.00002647464,0.000004750493,0.03623544,0.0001607112,0.0001963867,0.02494108,0.175857,0.0004065078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740189,0.0000474947,0.0002857777,0.006852957,0.00003937141,0.001095448,0.000005662008,0.00012731,0.01752708],"genre_scores_gemma":[0.9930324,0.00003297464,0.0002071453,0.001257427,0.00007043769,0.00005036162,0.00001828773,0.00001254121,0.005318406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1538112,"threshold_uncertainty_score":0.9986463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00402447104715411,"score_gpt":0.203395718799044,"score_spread":0.1993712477518899,"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."}}