{"id":"W4387246990","doi":"10.3386/w31742","title":"Do Consumers Acquire Information Optimally? Experimental Evidence from Energy Efficiency","year":2023,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Energy Efficiency and Management","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Pittsburgh","keywords":"Efficient energy use; Energy (signal processing); Computer science; Business; Mathematics; Statistics; Engineering; Electrical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003878634,0.0003385553,0.0005242882,0.001406888,0.000247372,0.0001809687,0.001093859,0.0004593667,0.001824635],"category_scores_gemma":[0.001480206,0.0003539097,0.0002486132,0.0004413048,0.0004216568,0.0007940708,0.0006037825,0.0004304025,0.0008834279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00269052,"about_ca_system_score_gemma":0.002994362,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03682936,"about_ca_topic_score_gemma":0.000628503,"domain_scores_codex":[0.9943812,0.0002328718,0.001176799,0.0006641002,0.002948996,0.000595984],"domain_scores_gemma":[0.9957347,0.001642903,0.0005216874,0.0005687274,0.001385489,0.0001465024],"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":[0.0002202374,0.0002409115,0.00007991424,0.0002123079,0.0005715651,0.00001634027,0.0007125934,0.1351561,0.0008624395,0.6900777,0.1602207,0.01162918],"study_design_scores_gemma":[0.002964298,0.001041712,0.001208479,0.003027549,0.0001468586,0.00002549428,0.004201578,0.03871198,0.02069815,0.1008482,0.8244511,0.002674563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00879631,0.003984675,0.0001122044,0.000376265,0.002335771,0.0004293467,0.000178784,0.0001356948,0.9836509],"genre_scores_gemma":[0.979132,0.004949047,0.0002913136,0.00005047638,0.0006129649,0.000369086,0.001922137,0.00006912744,0.01260387],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9710471,"threshold_uncertainty_score":0.9998945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3829295128463889,"score_gpt":0.5095084939876632,"score_spread":0.1265789811412743,"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."}}