{"id":"W4256336303","doi":"10.15173/esr.v12i1.454","title":"Energy Update","year":2003,"lang":"en","type":"article","venue":"Energy Studies Review","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Energy (signal processing); Economics; Environmental science; Statistics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006984104,0.0003671763,0.0008181691,0.00008146623,0.0003145015,0.00002418931,0.0003707028,0.0001016853,0.00140261],"category_scores_gemma":[0.001091583,0.0002897925,0.0002977924,0.0008506656,0.0002491798,0.0001395003,0.0001927125,0.0001486275,0.0001357764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002144461,"about_ca_system_score_gemma":0.000117438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007480474,"about_ca_topic_score_gemma":0.0008593929,"domain_scores_codex":[0.9968221,0.0007730683,0.0005760315,0.0005800262,0.000465466,0.0007833225],"domain_scores_gemma":[0.9982496,0.0001763643,0.0001057608,0.0008107162,0.0004536119,0.0002039517],"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":[0.000006615964,0.00005580949,0.00001564946,0.0005071157,0.0002304992,0.00004635052,0.00001567597,0.0001290351,0.000003325133,0.8172794,0.02418306,0.1575275],"study_design_scores_gemma":[0.0002179759,0.00004436585,0.000005993319,0.0003018177,0.00005524273,0.00002309046,0.0001243553,0.00001070304,0.0002903045,0.05370094,0.9449204,0.0003047919],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000954102,0.7162498,0.0002443627,0.002383342,0.0003491927,0.00006963232,0.000002102365,0.0001368215,0.2804694],"genre_scores_gemma":[0.09387331,0.8674225,0.0003015611,0.01183307,0.0001319744,0.0003112163,0.00002431213,0.00005157762,0.02605049],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9207374,"threshold_uncertainty_score":0.9999554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03556057303262214,"score_gpt":0.3317056953109529,"score_spread":0.2961451222783308,"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."}}