{"id":"W4361861111","doi":"10.2139/ssrn.4404500","title":"Do Consumers Acquire Information Optimally? Experimental Evidence from Energy Efficiency","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Energy Efficiency and Management","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Efficient energy use; Business; Energy (signal processing); Environmental economics; Advertising; Marketing; Economics; Engineering; Mathematics; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004362196,0.0004849207,0.000569565,0.0004589038,0.0004128451,0.001681699,0.0005794275,0.001921939,0.01963767],"category_scores_gemma":[0.03196229,0.0006136809,0.0003388449,0.0005484941,0.001885656,0.003005774,0.0007544743,0.001183951,0.001188743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005937744,"about_ca_system_score_gemma":0.0005793212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001561317,"about_ca_topic_score_gemma":0.0009236623,"domain_scores_codex":[0.9984319,0.0009234591,0.00008791671,0.0001648391,0.000257063,0.0001348115],"domain_scores_gemma":[0.8921543,0.09315508,0.007069754,0.005707353,0.001378856,0.0005346147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0915542,0.05529357,0.2629969,0.004827991,0.002318966,0.001595554,0.01027727,0.02313225,0.06249026,0.1638475,0.01703267,0.304633],"study_design_scores_gemma":[0.0227611,0.0223749,0.4575667,0.0007687209,0.002903461,0.001207468,0.01141439,0.04884605,0.08902371,0.3102233,0.03252048,0.0003895994],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745315,0.0004159977,0.001536082,0.001897834,0.0000262665,0.0001057596,0.0001854988,0.00002312345,0.02127803],"genre_scores_gemma":[0.9957079,0.0003784555,0.0006350359,0.0003701733,0.00002405787,0.00005561834,0.0001457976,0.00001453875,0.002668447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01963767,"threshold_uncertainty_score":0.06569457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01217190712571117,"score_gpt":0.2527546586425072,"score_spread":0.2405827515167961,"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."}}