{"id":"W4223421859","doi":"10.21926/jept.2202013","title":"Adapted Time Slice Model of Pinch Analysis for Direct-Indirect Heat Recovery in Buildings","year":2022,"lang":"en","type":"article","venue":"Journal of Energy and Power Technology","topic":"Process Optimization and Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"PCL Construction (Canada); Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pinch analysis; Heat exchanger; Process engineering; Thermal energy storage; Computer science; Heat transfer; Heat recovery ventilation; Process integration; Pinch; Thermal energy; Environmental science; Nuclear engineering; Simulation; Mechanical engineering; Engineering; Mechanics; Thermodynamics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001595117,0.00006569855,0.0002610355,0.001040383,0.00003121525,0.000004422604,0.000103621,0.00008145913,0.00005523047],"category_scores_gemma":[0.00004114843,0.00006373449,0.00006695098,0.0007505321,0.00001549948,0.00009404781,0.00002004071,0.0001154062,5.158333e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000470503,"about_ca_system_score_gemma":0.00002094041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005326638,"about_ca_topic_score_gemma":0.00001902809,"domain_scores_codex":[0.9994849,0.00001172052,0.0002825186,0.00006533557,0.00006874264,0.00008676247],"domain_scores_gemma":[0.9997271,0.00003182447,0.00008443888,0.00006320291,0.00007630555,0.00001715295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006180338,0.00002650372,0.0001744537,0.0000055092,0.0001704759,9.376553e-7,0.00005339746,0.986465,0.00995488,0.001311431,0.0005071341,0.001268454],"study_design_scores_gemma":[0.0003991308,0.0002603915,0.00002643059,0.00001217064,0.00008396815,0.00001388919,0.00006969221,0.9695233,0.02034308,0.001374134,0.007793844,0.00009999534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5265294,0.003703389,0.4633214,0.0007271085,0.0002115306,0.00007930155,0.00004393669,0.000111143,0.005272799],"genre_scores_gemma":[0.995349,0.000360698,0.004053484,0.00004331645,0.000006408878,0.000008056559,0.000005415332,0.000008769084,0.0001648059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4688197,"threshold_uncertainty_score":0.2599017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005653460534744065,"score_gpt":0.195623929307735,"score_spread":0.1899704687729909,"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."}}