{"id":"W2739198770","doi":"","title":"SETIS Magazine: Energy Systems Modelling","year":2016,"lang":"en","type":"other","venue":"Joint Research Centre (European Commission)","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003058703,0.001733531,0.001263581,0.002652439,0.0009149187,0.006870129,0.00149264,0.002890192,0.08725739],"category_scores_gemma":[0.009160178,0.001134589,0.001535265,0.004701667,0.0008502319,0.00489314,0.001955358,0.005474423,0.03309886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001777675,"about_ca_system_score_gemma":0.002119511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003496444,"about_ca_topic_score_gemma":0.003458209,"domain_scores_codex":[0.9970874,0.0008012279,0.0002769195,0.0002309224,0.001530971,0.00007255188],"domain_scores_gemma":[0.9954807,0.002694087,0.0002221934,0.0004697138,0.0009445513,0.0001888683],"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":[0.0000142625,0.00002512035,0.000143433,0.0005071516,0.00004386874,0.00008191064,0.000131398,0.008254654,0.0002141404,0.096536,0.8085783,0.08546971],"study_design_scores_gemma":[0.00000453972,0.000009053211,0.000149637,0.0002225041,0.000006333821,0.00006705775,0.00003029635,0.002667068,0.00006991335,0.03443135,0.9623287,0.00001363505],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001305413,0.1052958,0.1668173,0.08823209,0.0469274,0.0002843373,0.01600285,0.007965238,0.5671697],"genre_scores_gemma":[0.0409163,0.2130131,0.1262916,0.0157345,0.04463768,0.001396337,0.0316796,0.00785641,0.5184745],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08725739,"threshold_uncertainty_score":0.291905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03575070848260961,"score_gpt":0.2561360388309715,"score_spread":0.2203853303483619,"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."}}