{"id":"W3156021379","doi":"","title":"Simulation and Performance Analysis of Active PCM-Heat Exchanger to Optimize Building Operation","year":2019,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Hydro-Québec","keywords":"Setpoint; Phase-change material; Heat exchanger; HVAC; Engineering; ASHRAE 90.1; Plenum space; Sizing; Mechanical engineering; Nuclear engineering; Automotive engineering; Simulation; Computer science; Phase change; Air conditioning; Chemistry; Meteorology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.000283685,0.0005547244,0.0005924196,0.0003273826,0.0003887439,0.0008197122,0.0006878597,0.00078088,0.004307813],"category_scores_gemma":[0.0007490744,0.0002361851,0.000554543,0.0003545225,0.0003135788,0.0004076102,0.0003605119,0.0005149671,0.0003726073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005721822,"about_ca_system_score_gemma":0.0008026562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00791578,"about_ca_topic_score_gemma":0.004720251,"domain_scores_codex":[0.9998585,0.00003848589,0.000005724118,0.00001751752,0.00003880287,0.00004092186],"domain_scores_gemma":[0.9996476,0.0002064273,0.00003115651,0.00002136401,0.00006759955,0.00002589793],"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":[0.000048002,0.00004235952,0.0006463876,0.0000278526,0.000005469705,0.00002907173,0.00001675739,0.9958026,0.001297085,0.0006100314,0.0001507558,0.001323603],"study_design_scores_gemma":[0.00001018756,0.00004929299,0.0002460875,0.000003204775,0.000003739272,0.00000455381,0.00001468362,0.9983694,0.0009773443,0.00009723445,0.0002215826,0.000002750837],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9166935,0.0002604527,0.04154831,0.0002666408,0.00006936835,0.0001319351,0.0009343618,0.000409245,0.03968622],"genre_scores_gemma":[0.9905043,0.0001057107,0.004842719,0.0000212411,0.000005238627,0.00007046873,0.0002338562,0.00002544922,0.004190978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00791578,"threshold_uncertainty_score":0.01573944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02095672868427693,"score_gpt":0.2747145161188876,"score_spread":0.2537577874346106,"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."}}