{"id":"W6920599833","doi":"10.60692/kde4n-60d58","title":"Six modes of co-production for sustainability","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McGill University; University of British Columbia","funders":"","keywords":"Cognitive reframing; Sustainability; CLARITY; Diversity (politics); Sustainable development; Upstream (networking)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02875814,0.0009301663,0.0005442753,0.004570258,0.009025827,0.01999581,0.00212727,0.002572237,0.006095265],"category_scores_gemma":[0.02895812,0.0007376398,0.0009932077,0.004445625,0.04338016,0.01821321,0.01970437,0.003436328,0.0008404175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008412603,"about_ca_system_score_gemma":0.0115157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002828444,"about_ca_topic_score_gemma":0.004759573,"domain_scores_codex":[0.9676484,0.02282459,0.001013528,0.001898576,0.003944878,0.002670077],"domain_scores_gemma":[0.9705153,0.01489179,0.002475926,0.006181366,0.00288277,0.003052874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009723529,0.00008228941,0.02156865,0.0003774972,0.00005085335,0.0003227593,0.1193712,0.0006960882,0.0009649787,0.7932512,0.00265134,0.0605658],"study_design_scores_gemma":[0.00006738813,0.0001750234,0.01641399,0.001229713,0.00007390432,0.000722906,0.1818157,0.003743592,0.00113517,0.6666774,0.1278254,0.0001197665],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2927217,0.004183605,0.1816361,0.03857576,0.0003244745,0.001410403,0.0002005889,0.0006019702,0.4803453],"genre_scores_gemma":[0.9500281,0.0005399265,0.04431295,0.0003885438,0.00002519358,0.0004950709,0.00003812353,0.00007493525,0.004097403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9909742,"threshold_uncertainty_score":0.1520894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03363712536213147,"score_gpt":0.2383850502209571,"score_spread":0.2047479248588256,"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."}}