{"id":"W2007373383","doi":"10.1115/es2014-6414","title":"Case Study on Cost Saving and GHG Emission Reduction From Coupling Air Source Heat Pump With Photovoltaic/Thermal Collector","year":2014,"lang":"en","type":"article","venue":"","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"TRNSYS; Photovoltaic system; Heat pump; Electricity; Building-integrated photovoltaics; Environmental science; Cost of electricity by source; Air source heat pumps; Automotive engineering; Nuclear engineering; Electricity generation; Waste management; Thermal; Meteorology; Engineering; Electrical engineering; Mechanical engineering; Heat exchanger; Power (physics)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006873538,0.0008402886,0.0006650612,0.0005551838,0.0008585955,0.0008827149,0.001168968,0.001228179,0.002690417],"category_scores_gemma":[0.0006170818,0.0004667582,0.001030489,0.001028673,0.0004513076,0.0006752325,0.0005210176,0.0005977685,0.0002517094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001914518,"about_ca_system_score_gemma":0.001233637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04062156,"about_ca_topic_score_gemma":0.04101572,"domain_scores_codex":[0.9995987,0.000120343,0.00001602642,0.00005375465,0.0001147541,0.00009651055],"domain_scores_gemma":[0.9996007,0.0001935879,0.00003337626,0.00004049427,0.00008246047,0.00004942448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003592935,0.0003266686,0.008327468,0.0001574385,0.00006146418,0.002768019,0.0001119193,0.9721214,0.008022624,0.001165011,0.0007533364,0.005825387],"study_design_scores_gemma":[0.0001447029,0.0008557666,0.00797652,0.00001717609,0.0001042995,0.0002877467,0.0004599528,0.9684775,0.01935727,0.000515495,0.001754505,0.00004903929],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867198,0.0001079037,0.006251319,0.00007836197,0.00001873739,0.0001031453,0.000515399,0.0001462038,0.006059252],"genre_scores_gemma":[0.9946305,0.00005661593,0.003792944,0.000005794839,0.000002020127,0.00003288816,0.0001185573,0.00001314971,0.00134754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04062156,"threshold_uncertainty_score":0.08077019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009062348301425736,"score_gpt":0.1976610523263097,"score_spread":0.1885987040248839,"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."}}