{"id":"W2792813694","doi":"10.1016/j.enbuild.2018.01.018","title":"An experimental analysis of the impact of unequal flow on falling film drain water heat recovery system performance","year":2018,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Heat exchanger; Inlet; Volumetric flow rate; Flow (mathematics); Mechanics; Work (physics); Environmental science; Mains electricity; Falling (accident); Water flow; Materials science; Environmental engineering; Engineering; Thermodynamics; Power (physics); Mechanical engineering; 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":[0.00008349807,0.00008396484,0.000150374,0.00009336708,0.00005437145,0.0000103795,0.00006356197,0.00004890285,0.00003000875],"category_scores_gemma":[9.008173e-7,0.00004983047,0.00008343424,0.0001711332,0.00002968224,0.0001066708,0.000006551075,0.00002941443,2.243423e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003437491,"about_ca_system_score_gemma":0.00000426327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001734207,"about_ca_topic_score_gemma":0.00001199768,"domain_scores_codex":[0.9995667,0.00001823578,0.0001428166,0.00008802785,0.00007460781,0.0001096605],"domain_scores_gemma":[0.9998206,0.000009994263,0.000006383993,0.0001144659,0.00001962903,0.00002892552],"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":[0.00002837031,0.00001304223,0.0005612261,0.00001665462,0.0001257074,1.100774e-7,0.0009708536,0.8669071,0.130788,0.00005329834,0.000006421837,0.0005292249],"study_design_scores_gemma":[0.00007312369,0.0001372489,0.0004945933,0.0000293497,0.00003015439,3.388334e-7,0.00005223477,0.5415822,0.4575508,5.879398e-7,0.00000669729,0.00004274487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906615,0.00003998728,0.008678487,0.000001739802,0.00007416162,0.00002119812,0.000009997505,0.00002644216,0.0004864717],"genre_scores_gemma":[0.9997013,0.0000198182,0.0001974133,0.000006366309,0.00004187992,0.000002166785,0.00001312493,0.000009680504,0.000008254448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3267627,"threshold_uncertainty_score":0.2032028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005782477114643695,"score_gpt":0.2127964022943845,"score_spread":0.2070139251797408,"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."}}