{"id":"W616915132","doi":"","title":"Energy outlook until 2030","year":2007,"lang":"en","type":"book","venue":"Nova Science Publishers eBooks","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003953781,0.0008043232,0.0007889586,0.001948038,0.000775684,0.002521544,0.004209264,0.001176019,0.002048996],"category_scores_gemma":[0.0008479691,0.0007605383,0.0004117221,0.001043384,0.005504597,0.0016247,0.001201045,0.001408086,0.0002837446],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002883089,"about_ca_system_score_gemma":0.01002055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00596775,"about_ca_topic_score_gemma":0.003266459,"domain_scores_codex":[0.9905914,0.000104574,0.0008907034,0.002000083,0.003739531,0.002673685],"domain_scores_gemma":[0.9939746,0.00021388,0.0003131605,0.002129681,0.002280901,0.0010878],"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":[0.00006083475,0.00005045153,0.00001346503,0.00006293481,0.00005397603,0.0001647661,0.0001803845,0.0001183864,0.0000753085,0.6328914,0.1525809,0.2137471],"study_design_scores_gemma":[0.0003515103,0.00009713379,0.00001832814,0.00005016484,0.00002298939,0.00002662267,0.0001777231,0.0001193424,0.0003865522,0.1191739,0.8788421,0.0007336526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001547937,0.0001727089,0.000181071,0.000319964,0.002118221,0.0002498885,0.00001166488,0.0003619851,0.9964297],"genre_scores_gemma":[0.01288205,0.000002785679,0.0002710754,0.001491672,0.0007056765,0.00003535397,0.00007197229,0.0001114417,0.984428],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7262611,"threshold_uncertainty_score":0.9994845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03294874882105892,"score_gpt":0.292631665884786,"score_spread":0.259682917063727,"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."}}