{"id":"W4308705951","doi":"10.5334/bc.251","title":"Canadian cities: climate change action and plans","year":2022,"lang":"en","type":"article","venue":"Buildings and Cities","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Climate change; Incentive; Corporate governance; Business; Political science; Environmental planning; Environmental resource management; Economics; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009570447,0.00008853688,0.0001293744,0.0003700618,0.0009294694,0.0002820948,0.0001272546,0.00003074646,0.0002723667],"category_scores_gemma":[0.00004982387,0.00007874188,0.00003022055,0.0002352389,0.00006501801,0.0002526514,0.00008637968,0.0001010876,0.000003704288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000333621,"about_ca_system_score_gemma":0.00002887167,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03256392,"about_ca_topic_score_gemma":0.0294284,"domain_scores_codex":[0.9988108,0.00005221253,0.0002036758,0.0002672453,0.0004229461,0.0002431656],"domain_scores_gemma":[0.9994951,0.0001332285,0.00008040935,0.0001180237,0.0000481209,0.0001250436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001393096,0.00003681161,0.2953461,0.00007498393,0.00004727237,0.00003540596,0.04519532,0.0003483287,0.0003649241,0.1974153,0.01620851,0.4447878],"study_design_scores_gemma":[0.000826626,0.000395142,0.1152395,0.00005025527,0.00005101349,0.0001973302,0.286952,0.01957642,0.00003391502,0.1238208,0.4521296,0.0007274739],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934598,0.0006086048,0.00007092919,0.001715543,0.0002928291,0.00008700493,0.0001977876,0.00003386287,0.003533699],"genre_scores_gemma":[0.9973894,0.0008467681,0.00009359059,0.0008703494,0.00006263176,0.00005169976,0.000009722785,0.000007715267,0.0006681015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4440603,"threshold_uncertainty_score":0.988282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1391295825874605,"score_gpt":0.3345940989981069,"score_spread":0.1954645164106465,"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."}}