{"id":"W2032091446","doi":"10.1115/es2012-91295","title":"Experimental and Simulation Study on a Solar Domestic Hot Water System With Flat-Plate Collectors for the Canadian Climatic Conditions","year":2012,"lang":"en","type":"article","venue":"","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"Government of Canada","keywords":"TRNSYS; Environmental science; Meteorology; Solar water heating; Solar energy; Thermal energy storage; Thermal; 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":[0.0002383719,0.0001436264,0.0001567291,0.00006862694,0.0006615681,0.00007519418,0.00005764946,0.00004823254,0.0001433522],"category_scores_gemma":[0.00000816695,0.00006991195,0.00002878759,0.00006897567,0.00003064657,0.0000942177,0.000009392664,0.00005233545,0.00005249424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001732696,"about_ca_system_score_gemma":0.00002454905,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1482564,"about_ca_topic_score_gemma":0.08885476,"domain_scores_codex":[0.9991512,0.00008487196,0.0001685735,0.0001318815,0.0001362099,0.0003273184],"domain_scores_gemma":[0.9993158,0.0002900123,0.00004195917,0.0001570903,0.00003217378,0.0001629819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00376997,0.002821443,0.3284075,0.00109898,0.005834618,0.0001289339,0.25467,0.2289517,0.1452238,0.02664982,0.001886103,0.0005571958],"study_design_scores_gemma":[0.01565632,0.005773732,0.1546715,0.0004340065,0.001078637,0.0003697157,0.1601118,0.5540827,0.09318424,0.00006903436,0.01235927,0.002208952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956257,0.00004336658,0.0002724827,0.00001778516,0.0002612494,0.001491705,0.00001878223,0.00005395689,0.002214988],"genre_scores_gemma":[0.9987305,6.415226e-8,0.00001077643,0.0000744872,0.0001078337,0.0004289572,0.00002263108,0.00002635094,0.0005984131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.325131,"threshold_uncertainty_score":0.9277713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02719733208683391,"score_gpt":0.2735876093705497,"score_spread":0.2463902772837157,"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."}}