{"id":"W6903871751","doi":"10.13140/rg.2.2.30875.00805","title":"TO ZERO AND BEYOND: Zero Energy Residential Buildings Study. 2018 Inventory of residential projects on the path to zero in the U.S. and Canada","year":2019,"lang":"en","type":"article","venue":"","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Zero (linguistics); Path (computing); Energy (signal processing); Zero-point energy; Zero-energy building; Control (management)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006052798,0.0002110643,0.00023569,0.0001889233,0.00007924514,0.000104116,0.0003091389,0.00004975589,0.00002465017],"category_scores_gemma":[0.00005540955,0.0001397237,0.00002394595,0.0002825477,0.00002337212,0.00009072971,0.0001512257,0.0001467511,0.000001670006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000172626,"about_ca_system_score_gemma":0.0001841934,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3421711,"about_ca_topic_score_gemma":0.1778544,"domain_scores_codex":[0.9984337,0.0001234794,0.0002894547,0.000310925,0.0004867147,0.0003557412],"domain_scores_gemma":[0.9992558,0.0001784149,0.00003919636,0.0003861019,0.00004275172,0.00009768639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004583002,0.0003723341,0.04805666,0.0004722076,0.000327355,0.0002481811,0.01580118,0.01368482,0.03182154,0.04003175,0.8451717,0.003553907],"study_design_scores_gemma":[0.01951086,0.01446197,0.4196993,0.002258594,0.0007363204,0.0001387468,0.1867254,0.01363959,0.1569436,0.02649319,0.1511845,0.008207937],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956856,0.00009456435,0.0008984261,0.0006236261,0.0002848613,0.0009381617,0.000003693704,0.00003162024,0.001439432],"genre_scores_gemma":[0.9979684,0.00001919918,0.0001340984,0.0009050379,0.00004106964,0.00007840651,0.000001087067,0.00002901665,0.0008237349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6939873,"threshold_uncertainty_score":0.8371476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008517756183245254,"score_gpt":0.2174043847097474,"score_spread":0.2088866285265022,"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."}}