{"id":"W1997211396","doi":"10.1007/s12053-014-9321-3","title":"Pressure and temperature control analysis of a high-rise building hot water heating system: a simulation study","year":2015,"lang":"en","type":"article","venue":"Energy Efficiency","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Mass flow rate; Thermal; Heating system; Environmental science; Mass flow; Volumetric flow rate; Temperature control; Flow (mathematics); Dynamic pressure; Control system; Mechanics; System dynamics; Control theory (sociology); Materials science; Mechanical engineering; Thermodynamics; Computer science; Engineering; Control (management); Physics","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":[0.0002438376,0.0001370884,0.000293748,0.000264746,0.00007181609,0.00003600399,0.00008637877,0.00008364231,0.000003626481],"category_scores_gemma":[0.00001717723,0.0001065544,0.00004310914,0.0005108492,0.00001533083,0.0001081579,0.00002254626,0.0000665215,1.020116e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002569335,"about_ca_system_score_gemma":0.000008144482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002734998,"about_ca_topic_score_gemma":0.00002488851,"domain_scores_codex":[0.9991306,0.00006091448,0.0002557322,0.000186812,0.0001987319,0.0001672172],"domain_scores_gemma":[0.9995821,0.00004250284,0.00004057904,0.0001869698,0.00008554593,0.00006234195],"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":[0.0000195484,0.00005249441,0.0009769438,0.00002333887,0.0003799577,0.00000192797,0.0006458323,0.9951161,0.001773929,0.0008434516,0.000004348205,0.0001621018],"study_design_scores_gemma":[0.000592121,0.0000752425,0.0006043405,0.00001957762,0.0006839943,8.688177e-7,0.0002090299,0.9962067,0.001439419,0.000009046657,0.00003198909,0.0001276691],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.921294,0.0005610003,0.07763559,0.000003420847,0.0001427614,0.00008138597,0.000004708567,0.000171801,0.0001053325],"genre_scores_gemma":[0.9994995,0.000002245592,0.0003604477,0.000005477154,0.00004282944,0.00001818786,0.00001276051,0.00001834412,0.00004018978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07820553,"threshold_uncertainty_score":0.4345161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005483044743400585,"score_gpt":0.204553964295919,"score_spread":0.1990709195525184,"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."}}