{"id":"W4401757947","doi":"10.1038/d41586-024-02680-3","title":"Light bulbs have energy ratings — so why can’t AI chatbots?","year":2024,"lang":"en","type":"article","venue":"Nature","topic":"Energy, Environment, and Transportation Policies","field":"Energy","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Saint-Luc","funders":"","keywords":"Boom; Path (computing); Energy (signal processing); Natural resource economics; Environmental economics; Economics; Computer science; Business; Engineering; Physics; Environmental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0060751,0.0005402538,0.0004276443,0.0009575165,0.005331209,0.007275099,0.001434541,0.00477497,0.09211524],"category_scores_gemma":[0.03044228,0.0004195179,0.0005330083,0.001004646,0.002971158,0.01109503,0.002477576,0.006090526,0.02640027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002205432,"about_ca_system_score_gemma":0.001579568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01550482,"about_ca_topic_score_gemma":0.02243258,"domain_scores_codex":[0.9957443,0.00154516,0.000150326,0.000408081,0.001350583,0.0008016346],"domain_scores_gemma":[0.968654,0.0141164,0.001577112,0.001584256,0.007593468,0.006474663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006757223,0.0008561022,0.02438645,0.0006467883,0.00007231293,0.0002437594,0.00640973,0.0004509348,0.004883549,0.07795822,0.6465581,0.2368584],"study_design_scores_gemma":[0.0001242616,0.0004009221,0.03230362,0.0007099468,0.00007711547,0.0002291542,0.01937965,0.001638756,0.002356237,0.02605267,0.9165553,0.0001723189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.06947695,0.004647544,0.01303634,0.2832026,0.009318435,0.0001775488,0.0009002495,0.00261516,0.6166251],"genre_scores_gemma":[0.6925129,0.002401832,0.006187195,0.07848766,0.003173059,0.000410699,0.0007479059,0.001193667,0.214885],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.09211524,"threshold_uncertainty_score":0.3081562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003967091937184402,"score_gpt":0.2249120471511885,"score_spread":0.2209449552140041,"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."}}