{"id":"W2042510901","doi":"10.1016/j.enbuild.2012.09.033","title":"Comparative assessment of residential energy options in Ontario, Canada","year":2012,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Hybrid Renewable Energy Systems","field":"Energy","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ontario Institute of Technology","funders":"University of Ontario Institute of Technology","keywords":"Electricity; Environmental science; Heat pump; Residence; Meteorology; Turbine; Environmental engineering; Engineering; Mechanical engineering; Geography; Heat exchanger; Electrical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002370074,0.0002158986,0.0004490085,0.000170251,0.00009869202,0.00002112711,0.0001660096,0.00009800085,0.0003305401],"category_scores_gemma":[0.00001000214,0.0002085977,0.00005225411,0.0002393386,0.00007366068,0.0002533764,0.00009510668,0.0001184498,3.321499e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005247937,"about_ca_system_score_gemma":0.0006347616,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9990317,"about_ca_topic_score_gemma":0.9995883,"domain_scores_codex":[0.9983453,0.0001504684,0.0004657184,0.0002618771,0.0003245294,0.0004521363],"domain_scores_gemma":[0.999245,0.0001038047,0.0001766847,0.0002344119,0.00005621526,0.0001838816],"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":[0.00003585226,0.0001906992,0.05604647,0.00001824438,0.0001714002,0.00002236643,0.0006537794,0.06200564,0.01097215,0.8620681,0.007043893,0.0007714063],"study_design_scores_gemma":[0.001066939,0.00007136873,0.1294196,0.0001282312,0.00004566939,0.00004889864,0.0005247262,0.001420872,0.03344711,0.0007750801,0.8324621,0.0005893685],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9501933,0.0007158712,0.001064427,0.00007377038,0.0008277559,0.00003312613,0.000005587666,0.00002610839,0.04706009],"genre_scores_gemma":[0.9914662,0.00004637419,0.0008479555,0.00009453591,0.0001782062,0.00003427561,0.00003302137,0.00001892435,0.00728051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.861293,"threshold_uncertainty_score":0.8506365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01560608036224288,"score_gpt":0.2493242547293565,"score_spread":0.2337181743671137,"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."}}