{"id":"W2769008159","doi":"10.5539/ass.v13n12p125","title":"Drivers of Residential Energy Saving","year":2017,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Energy Efficiency and Management","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Energy (signal processing); Environmental economics; Efficient energy use; Business; Energy current; Energy consumption; Economics; Engineering; Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003512394,0.00007257126,0.0001054094,0.00007998499,0.001611162,0.0001243303,0.001060975,0.00004010399,0.00008217045],"category_scores_gemma":[0.0001219835,0.00007261487,0.00005985599,0.0001929728,0.001262371,0.0004231731,0.0003156981,0.00004346658,0.000009717645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005643896,"about_ca_system_score_gemma":0.00008021393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00358556,"about_ca_topic_score_gemma":0.001146247,"domain_scores_codex":[0.9988401,0.00002097493,0.0001355874,0.000243215,0.0004626181,0.0002975118],"domain_scores_gemma":[0.9993563,0.000008622417,0.000178345,0.0003370309,0.00006155617,0.00005818742],"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":[0.000003427693,0.00001824298,0.0001313612,0.000002643252,0.000004635841,0.000005182118,0.0006902026,0.00001725267,0.008125564,0.823459,0.0003067061,0.1672358],"study_design_scores_gemma":[0.001118461,0.0001398777,0.6938223,0.00006921122,0.00006259189,0.000002719924,0.004298506,0.0002368822,0.0813916,0.04821199,0.1698685,0.0007773409],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02314583,0.000007118749,0.0006085106,0.0005379379,0.0005046772,0.00002081391,7.592654e-7,0.00002986893,0.9751445],"genre_scores_gemma":[0.9975212,0.000006484589,0.0002087011,0.00006959034,0.0001628556,0.00000263845,4.540142e-7,0.000005271015,0.002022759],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9743754,"threshold_uncertainty_score":0.9996886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158460055845078,"score_gpt":0.2667847610168103,"score_spread":0.2552001604583595,"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."}}