{"id":"W2904512851","doi":"","title":"Preliminary Assessment of a Weather Forecast Tool for Building Operation","year":2018,"lang":"en","type":"article","venue":"Purdue e-Pubs (Purdue University System)","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Resources Canada; Office of Research and Development","keywords":"Meteorology; Weather forecasting; Environmental science; Computer science; Climatology; Geography; Geology","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0002781007,0.0001662042,0.0002373004,0.0001868071,0.0001925509,0.00003303041,0.000221909,0.0001403535,0.00002827556],"category_scores_gemma":[0.00001167831,0.0001882555,0.00009941164,0.0002145765,0.00004625647,0.0003846339,0.00005263248,0.00008097063,0.000002882411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002985121,"about_ca_system_score_gemma":0.0000511494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003073529,"about_ca_topic_score_gemma":0.00001435594,"domain_scores_codex":[0.9991271,0.00003949682,0.0002162912,0.0002223144,0.0001564687,0.0002383578],"domain_scores_gemma":[0.9993711,0.00005872827,0.0000790482,0.0002669535,0.0001671496,0.00005702591],"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":[0.0002855986,0.0001138685,0.001863643,0.00153148,0.00036193,0.00001411134,0.001024252,0.8566896,0.009665003,0.1212283,0.003275918,0.003946284],"study_design_scores_gemma":[0.001060319,0.000311767,0.0009179256,0.0003367414,0.000101858,0.00001904061,0.0005315554,0.9779246,0.006039993,0.0000363161,0.01239613,0.0003237064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2688499,0.0000489819,0.7217354,0.00003335258,0.0006843518,0.0005896588,0.00004987602,0.000335652,0.007672781],"genre_scores_gemma":[0.9653786,0.000009372653,0.03369085,0.00000711383,0.0001770536,0.00001040428,0.00004630771,0.00003378226,0.0006464634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6965287,"threshold_uncertainty_score":0.7676837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007232587721159271,"score_gpt":0.2022273483987722,"score_spread":0.1949947606776129,"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."}}