{"id":"W1583192711","doi":"10.1109/ccece.2015.7129421","title":"Modeling and control for an integrated thermal hydronic system","year":2015,"lang":"en","type":"article","venue":"","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Control (management); Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003161709,0.0006819307,0.0006576518,0.0002559237,0.0004660333,0.001031933,0.000908372,0.0007846002,0.003420052],"category_scores_gemma":[0.0004327325,0.0003284512,0.0005723941,0.0002435227,0.0005917947,0.0006756797,0.0005571938,0.0009594255,0.0005004386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000782725,"about_ca_system_score_gemma":0.001067043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0134091,"about_ca_topic_score_gemma":0.007915694,"domain_scores_codex":[0.9997862,0.00003524316,0.00000934446,0.00004648147,0.000101285,0.0000215272],"domain_scores_gemma":[0.9998606,0.00004653553,0.00002601406,0.00001024316,0.00004839692,0.000008183172],"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":[0.00002386637,0.00001731915,0.0001635497,0.00006774263,0.00001326338,0.00004752196,0.00005635623,0.9781266,0.003348039,0.009606469,0.0003261992,0.00820303],"study_design_scores_gemma":[0.000007322818,0.00001708059,0.00005848493,0.000004748173,0.000005431537,0.000008035818,0.000006275543,0.9974274,0.0003516471,0.001056482,0.001053752,0.000003250429],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0192219,0.0004900549,0.9621819,0.0002589891,0.0000809818,0.00008011607,0.0001339783,0.0005297271,0.01702238],"genre_scores_gemma":[0.9033776,0.001010897,0.07579961,0.00009942603,0.00008106879,0.0004313992,0.0002251874,0.0001065643,0.01886819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0134091,"threshold_uncertainty_score":0.02666211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04077054631974804,"score_gpt":0.2448080778418258,"score_spread":0.2040375315220778,"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."}}