{"id":"W2956702187","doi":"10.54656/jpfy1251","title":"Book Review: Key Role of Communities for Environmental Sustainability in Rural Canada","year":2018,"lang":"en","type":"article","venue":"Journal of Community Engagement and Scholarship","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Key (lock); Environmental planning; Geography; Environmental ethics; Environmental resource management; Political science; Ecology; Environmental science; Biology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00437686,0.0001148363,0.000311404,0.00002210778,0.0006832448,0.00002189189,0.0004208305,0.00004385582,0.0001859299],"category_scores_gemma":[0.0003871837,0.00005415139,0.00007481752,0.000103079,0.000171269,0.0003349144,0.0002452064,0.0006355334,1.116347e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002192395,"about_ca_system_score_gemma":0.00008583315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01494829,"about_ca_topic_score_gemma":0.0904749,"domain_scores_codex":[0.9976367,0.001374716,0.0005140876,0.00003893419,0.0002378447,0.0001976763],"domain_scores_gemma":[0.9986151,0.0007298831,0.000245132,0.00009778068,0.0002373442,0.00007472441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005303747,0.0006808665,0.822078,0.0007807101,0.00008333069,0.000003419502,0.007338151,0.000001278365,0.006057349,0.0001627033,0.0304668,0.131817],"study_design_scores_gemma":[0.0003166659,0.0005500042,0.7665346,0.0001958617,0.00001871068,0.000004254843,0.03222784,0.000003667454,0.0007913282,0.002082012,0.1971552,0.0001198942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785036,0.0179285,4.905573e-7,0.003032892,0.00003999826,0.0003217527,0.00001210216,0.000002772649,0.0001578472],"genre_scores_gemma":[0.9954467,0.002874135,0.00003183074,0.001447346,0.00003864283,0.000006324365,0.00001809214,8.726847e-7,0.0001361034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1666884,"threshold_uncertainty_score":0.9916112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02751748857253234,"score_gpt":0.2463922470243606,"score_spread":0.2188747584518282,"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."}}