{"id":"W2796178735","doi":"10.1080/17535069.2018.1460028","title":"Transformative change: energy-efficiency and social housing retrofits in Canadian cities","year":2018,"lang":"en","type":"article","venue":"Urban Research & Practice","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canada School of Energy and Environment","keywords":"Transformative learning; Efficient energy use; Sustainability; Public housing; Business; Political science; Environmental economics; Economic growth; Economics; Engineering; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002745647,0.0001376445,0.000265782,0.0009228852,0.0006985249,0.0002162772,0.0002195613,0.0001568377,0.0001219563],"category_scores_gemma":[0.0002295098,0.000166507,0.0000362432,0.000796326,0.0004520186,0.001267909,0.00005168152,0.0004796492,0.0001460368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000481579,"about_ca_system_score_gemma":0.0002241769,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4799122,"about_ca_topic_score_gemma":0.2247549,"domain_scores_codex":[0.9979936,0.0001564759,0.000364868,0.0003887536,0.000132261,0.0009639966],"domain_scores_gemma":[0.9991161,0.0002143276,0.0001333474,0.0001785799,0.0001772838,0.0001803723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001843758,0.0001480287,0.01988741,0.00007058263,0.00004198024,0.0001158914,0.1409972,7.940172e-7,0.00002576135,0.822072,0.006967545,0.009488394],"study_design_scores_gemma":[0.0004760664,0.0001933692,0.01228154,0.00002742084,0.000002825479,0.00001011829,0.002260864,0.001010869,0.00005894983,0.001645506,0.9817796,0.0002529013],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5509005,0.004251719,0.0005480452,0.01226323,0.0004035013,0.0004429515,0.0001567685,0.00004537634,0.4309879],"genre_scores_gemma":[0.9961142,0.0007751823,0.0001615153,0.001229037,0.0005440653,0.00003975389,0.00001034463,0.00002822737,0.001097708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.974812,"threshold_uncertainty_score":0.7893913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1141826940050504,"score_gpt":0.3231561087510129,"score_spread":0.2089734147459624,"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."}}