{"id":"W4312421005","doi":"10.1007/978-3-031-05125-8_23","title":"Investigation of a Solar Energy- Based Trigeneration System","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in energy","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Brayton cycle; Exergy; Absorption refrigerator; Process engineering; Environmental science; Degree Rankine; Solar energy; Refrigeration; Thermal energy storage; Engineering; Waste management; Nuclear engineering; Mechanical engineering; Thermodynamics; Electrical engineering; Heat exchanger; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003219864,0.0005645771,0.0008414621,0.0005518201,0.0001238775,0.00002778096,0.0003686689,0.0008031471,0.001242231],"category_scores_gemma":[0.00006898333,0.0005495753,0.0003114617,0.0002084487,0.00008240884,0.00007182688,0.00007421245,0.0004067832,0.000007413807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004938407,"about_ca_system_score_gemma":0.0002495275,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0188691,"about_ca_topic_score_gemma":0.008174454,"domain_scores_codex":[0.9971755,0.0002939834,0.0009438428,0.0006218996,0.0006478356,0.0003169384],"domain_scores_gemma":[0.9978403,0.0003847004,0.0008584023,0.0006936571,0.0001207072,0.0001022133],"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":[0.0002289829,0.00002402483,0.0001331943,0.0004373288,0.0002278471,0.00008777506,0.0003593588,0.2466695,0.02782474,0.692176,0.0001446254,0.03168661],"study_design_scores_gemma":[0.001448811,0.0003456533,0.00002124144,0.0009361929,0.000183785,0.00004566689,0.00001061095,0.04458527,0.202083,0.03958894,0.709421,0.001329903],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002892047,0.01751042,0.2017775,0.0003513298,0.008326053,0.001001064,0.0005646585,0.001054904,0.766522],"genre_scores_gemma":[0.9853949,0.00008266777,0.0003427808,0.000655507,0.0009689969,0.0001745663,0.001559964,0.0002129954,0.01060762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9825029,"threshold_uncertainty_score":0.9996956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01805449741544295,"score_gpt":0.1956547644294882,"score_spread":0.1776002670140453,"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."}}