{"id":"W2588122786","doi":"","title":"Sustainable Home Renovation for Canadians","year":2011,"lang":"en","type":"article","venue":"Data Archiving and Networked Services (DANS)","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Sustainable living; Climate change; Sustainable design; Environmental planning; Business; Engineering; Sustainability; Geography; Ecology","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003488788,0.0001707981,0.0001588193,0.0001090302,0.0002205484,0.00008240162,0.0005246836,0.00004643272,0.00001031469],"category_scores_gemma":[0.000004735218,0.0001692333,0.00001884831,0.0001959469,0.00002581157,0.000357664,0.0001474482,0.0001037957,0.000001602495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005566392,"about_ca_system_score_gemma":0.00003919091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004488437,"about_ca_topic_score_gemma":0.00293439,"domain_scores_codex":[0.9988806,0.00002280341,0.0001829298,0.0002910234,0.00008132584,0.0005413504],"domain_scores_gemma":[0.9992008,0.00008322002,0.00003385758,0.0005235128,0.00003447514,0.0001241564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009748298,0.0005822645,0.1097132,0.02929403,0.002460059,0.0007602446,0.1578168,0.1057341,0.007455301,0.1342263,0.1169218,0.3340611],"study_design_scores_gemma":[0.0006222447,0.00009541509,0.01891287,0.0001931412,0.00009122452,0.0000145586,0.0123742,0.9076257,0.0001273112,0.008339616,0.05098704,0.0006166479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8075231,0.001207949,0.1748468,0.00008459151,0.0005696068,0.001027051,0.0003575967,0.0007946523,0.01358867],"genre_scores_gemma":[0.9916219,0.0001239526,0.006184695,0.00009540353,0.0002045574,0.00005224046,0.0007820739,0.00005258968,0.0008826272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8018916,"threshold_uncertainty_score":0.6901133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01988452129761376,"score_gpt":0.2216195121201576,"score_spread":0.2017349908225439,"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."}}