{"id":"W3185317081","doi":"10.22215/etd/2021-14554","title":"Participation in Sustainability Transitions: A Case Study of Engagement in Ottawa’s Energy Evolution Strategy","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Citizen journalism; Democracy; Sustainability; Ecological modernization; Sociology; State (computer science); Energy (signal processing); Political science; Energy transition; Public administration; Ecology; Politics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003261953,0.0004839948,0.0005092259,0.001260389,0.03511373,0.006228014,0.002349477,0.002814026,0.003247019],"category_scores_gemma":[0.004934055,0.0004269488,0.0005005035,0.00355114,0.01705942,0.002851022,0.006469562,0.003101647,0.0002790912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06643039,"about_ca_system_score_gemma":0.04061693,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8965127,"about_ca_topic_score_gemma":0.9729888,"domain_scores_codex":[0.9941374,0.002680793,0.0001496958,0.0004848844,0.000577074,0.001970171],"domain_scores_gemma":[0.9938653,0.003105429,0.0004792408,0.000359151,0.0007036475,0.001487265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006942796,0.00008206344,0.01470716,0.00006445171,0.0000113264,0.002158483,0.9720252,0.0002104616,0.0005139555,0.005104335,0.00116447,0.003888592],"study_design_scores_gemma":[0.000005427123,0.0000275228,0.007461681,0.00004786879,0.000009708186,0.0001196897,0.9773107,0.0001120792,0.0002058987,0.0002709612,0.01441087,0.0000176887],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852605,0.0001818884,0.0002764053,0.002170009,0.00002227915,0.00008225504,0.00008278885,0.000006570009,0.01191718],"genre_scores_gemma":[0.9936388,0.0002332008,0.0002894306,0.0003385581,0.000005048202,0.0000679616,0.00005557666,0.000008148476,0.005363085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1034873,"threshold_uncertainty_score":0.4819885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02403639790890409,"score_gpt":0.3142107010267103,"score_spread":0.2901743031178062,"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."}}