{"id":"W4213340832","doi":"10.1016/j.erss.2022.102522","title":"Comparing sustainability transition labs across process, effects and impacts: Insights from Canada and Sweden","year":2022,"lang":"en","type":"article","venue":"Energy Research & Social Science","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Familjen Kamprads Stiftelse; Social Sciences and Humanities Research Council of Canada; Mitacs","keywords":"Sustainability; Backcasting; Transformative learning; Corporate governance; Transition management (governance); Context (archaeology); Futures contract; Political science; Sustainability science; Energy transition; Process (computing); Sociology; Public relations; Sustainability organizations; Business; Management; Economics; Ecology; Computer science; Geography","routes":{"ca_aff":false,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001587121,0.00009688161,0.0001476188,0.0001190791,0.00515573,0.0002384424,0.0003611717,0.00004780665,0.000008856541],"category_scores_gemma":[0.0004069298,0.0000951199,0.00001036597,0.002047891,0.001442657,0.000621457,0.0008888203,0.0003955411,2.409886e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006483526,"about_ca_system_score_gemma":0.0006880042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4854789,"about_ca_topic_score_gemma":0.2110462,"domain_scores_codex":[0.9980378,0.00007829427,0.0001334742,0.0003864965,0.0008472659,0.0005167174],"domain_scores_gemma":[0.9993171,0.00008730686,0.00005944042,0.00008419315,0.0004289518,0.00002297993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001790023,0.0002042497,0.2029521,0.0003886815,0.00005558418,0.00009797957,0.02606511,0.00003518279,0.002885352,0.7353643,0.001172671,0.03059981],"study_design_scores_gemma":[0.0007078334,0.00003382408,0.6926898,0.0000190305,0.000007256055,0.000001117265,0.05927725,0.00150842,0.001376078,0.2370524,0.006916374,0.00041061],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959089,0.00008176651,0.00004580365,0.001418832,0.00009524881,0.0001562185,0.000002507045,0.00003869537,0.002252092],"genre_scores_gemma":[0.9992527,0.000003977523,0.00001102079,0.0004334283,0.0001583331,0.00009659096,0.00001155738,0.000006495783,0.00002590596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4983118,"threshold_uncertainty_score":0.9961394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02668555067950976,"score_gpt":0.3151996042845398,"score_spread":0.28851405360503,"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."}}