{"id":"W4283579108","doi":"10.3390/en15134677","title":"Construction and Calibration of a Unique Hot Box Apparatus","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Calibration; Workmanship; Envelope (radar); Point (geometry); Thermal; Mechanical engineering; Building envelope; Computer science; Environmental science; Engineering; Aerospace engineering; Physics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00002817847,0.00003687373,0.00004834961,0.00004345629,0.00004998856,0.000006370116,0.00002458614,0.00001715122,0.00002957966],"category_scores_gemma":[0.000001603156,0.0000413039,0.000009007832,0.00009038083,0.00001813996,0.00006690935,0.00001796697,0.00004127457,2.269197e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001114737,"about_ca_system_score_gemma":0.000006208971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001734658,"about_ca_topic_score_gemma":0.000003240554,"domain_scores_codex":[0.9997874,0.00001238897,0.0000662585,0.00004460608,0.00004703204,0.00004230467],"domain_scores_gemma":[0.9999118,0.000008407919,0.00001493553,0.00005022993,0.000005506174,0.000009121616],"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":[0.000004578972,0.000002482836,0.0001228498,0.000007802931,0.000006649067,2.56247e-7,0.00009017711,0.9683004,0.004121809,0.02586014,0.0002437532,0.00123907],"study_design_scores_gemma":[0.0002936918,0.00006482267,0.0002886897,0.000009618071,0.000014878,0.00003252531,0.0005158167,0.8474465,0.1392792,0.002044694,0.009809932,0.0001996509],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773019,0.0004262683,0.02072011,0.00001735861,0.0002288841,0.00002666729,0.000004932413,0.0001441631,0.001129692],"genre_scores_gemma":[0.9954756,0.00007770333,0.004306562,0.000009606388,0.00001420335,0.00001813647,0.0000171845,0.000006892174,0.00007404997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1351573,"threshold_uncertainty_score":0.1684324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004540503233665723,"score_gpt":0.1714835309996331,"score_spread":0.1669430277659674,"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."}}