{"id":"W7134517612","doi":"","title":"Improved Performance of Hybrid Photovoltaic-Trigeneration Systems Over Photovoltaic-Cogen Systems Including Effects of Battery Storage","year":2012,"lang":"en","type":"article","venue":"","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cogeneration; Absorption refrigerator; Hybrid system; Greenhouse gas; Waste heat; Work (physics); Chiller; Hybrid power; Battery (electricity)","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"],"consensus_categories":[],"category_scores_codex":[0.0005111381,0.0003542922,0.0006045013,0.0003388279,0.00007084654,0.00004152175,0.0001874347,0.0001672646,0.00002053429],"category_scores_gemma":[0.00005011083,0.0003240344,0.0000969816,0.0003592084,0.00002709894,0.0007304533,0.00004148903,0.0001693051,0.00001078872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003143768,"about_ca_system_score_gemma":0.0000330209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001252868,"about_ca_topic_score_gemma":0.000008608082,"domain_scores_codex":[0.9979396,0.0001102291,0.0009047372,0.0002138558,0.0003538531,0.0004776622],"domain_scores_gemma":[0.9987663,0.0001225253,0.0003003824,0.0004377257,0.0002565934,0.0001164543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001209685,0.00002776083,0.001519451,0.001864393,0.000104414,8.453865e-7,0.0001386291,0.4211409,0.57469,0.00006398506,0.0004089428,0.00002859903],"study_design_scores_gemma":[0.0002697409,0.00004545849,0.000132868,0.0002595957,0.00003177559,0.000009098289,0.00005130722,0.5290265,0.4697889,1.214248e-7,0.0002034417,0.0001811979],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9299333,0.001654136,0.0617135,2.943683e-7,0.003916631,0.0008493523,0.00002147048,0.0002766571,0.001634647],"genre_scores_gemma":[0.9983832,0.00008966259,0.0003899274,0.000006086416,0.0003384124,0.0001794031,0.00006809811,0.0001002869,0.0004449855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1078856,"threshold_uncertainty_score":0.9999211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00743327869684728,"score_gpt":0.1939427310127552,"score_spread":0.1865094523159079,"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."}}