{"id":"W4292401429","doi":"10.1080/14693062.2022.2108365","title":"Just Transition: A whole-systems approach to decarbonisation","year":2022,"lang":"en","type":"article","venue":"Climate Policy","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":202,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Operationalization; Transition (genetics); Corporate governance; Positive economics; Economics; Management science; Sociology; Risk analysis (engineering); Business; Epistemology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003843429,0.000128889,0.0001370446,0.00005475229,0.0004876495,0.00005050896,0.0002665787,0.00003320576,0.0006177666],"category_scores_gemma":[0.00002866452,0.0001398427,0.00005815785,0.0006515433,0.00005950581,0.0001455396,0.0003221162,0.0001198322,0.0003132884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180072,"about_ca_system_score_gemma":0.00002451982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001386571,"about_ca_topic_score_gemma":0.00002478154,"domain_scores_codex":[0.998475,0.0001112364,0.0001983463,0.0003601382,0.0003950518,0.0004602294],"domain_scores_gemma":[0.9994546,0.00002021109,0.00006624948,0.0003168034,0.000007067646,0.0001350641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004771564,0.002229352,0.01113019,0.0006159562,0.00003937143,0.00004868321,0.2736736,0.6047328,0.009809391,0.0518636,0.03942616,0.005953731],"study_design_scores_gemma":[0.001721339,0.0005859743,0.05160435,0.00002271937,0.00005641844,0.0002050256,0.1716079,0.03265943,0.0002667591,0.001889774,0.7380561,0.001324282],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9100082,0.0000457621,0.0002215022,0.005191196,0.0001754168,0.0006047983,0.0002153438,0.0001044889,0.08343332],"genre_scores_gemma":[0.9964859,0.00001345838,0.0001245672,0.002030421,0.0001657257,0.0005277701,0.00005259636,0.00002009698,0.0005794981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6986299,"threshold_uncertainty_score":0.6764112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983650110802025,"score_gpt":0.2638713720415589,"score_spread":0.2340348709335387,"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."}}