{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001051548,0.0002349332,0.0001945072,0.0003066573,0.0004038785,0.0001722603,0.0005648033,0.00009907166,0.0002571185],"category_scores_gemma":[0.00009565581,0.0002144042,0.0001450644,0.0005999918,0.00008488807,0.00110927,0.0001460239,0.0005492707,0.0004041431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008054024,"about_ca_system_score_gemma":0.0006645917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001323705,"about_ca_topic_score_gemma":0.0005175706,"domain_scores_codex":[0.996568,0.0001126991,0.0004620993,0.000252656,0.000565275,0.002039254],"domain_scores_gemma":[0.9992006,0.0001115367,0.0002112828,0.0002876022,0.00007224081,0.0001167843],"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":[0.000191574,0.0001392334,0.0001561031,0.000008136438,0.000288363,0.00002413222,0.002182933,0.07846689,0.005644445,0.8069001,0.001321592,0.1046765],"study_design_scores_gemma":[0.01228129,0.005402746,0.003585313,0.001232672,0.0005977871,0.0007530897,0.1533816,0.103053,0.05746563,0.2490055,0.4075969,0.005644452],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335696,0.01168802,0.03294037,0.000964148,0.001547668,0.0001597734,0.000005609023,0.0005306212,0.01859417],"genre_scores_gemma":[0.9917803,0.006217616,0.000111938,0.0002359591,0.0001549182,0.00002465333,0.00003194759,0.00002300896,0.001419702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5578946,"threshold_uncertainty_score":0.8743151,"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."}}