{"id":"W4416704779","doi":"10.26868/25222708.2025.1607","title":"Development and validation of a generic evaporator model of chillers","year":2025,"lang":"","type":"article","venue":"Building Simulation Conference proceedings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Concordia University","keywords":"Chiller; Water chiller; Chilled water; Evaporator; HVAC; Chiller boiler system; Air conditioning; Cooling load; Refrigeration","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003147183,0.0002897232,0.0004193637,0.0004958413,0.0001316196,0.00007246956,0.0001794401,0.0002472539,0.00001364178],"category_scores_gemma":[0.0001017185,0.0003416105,0.00005393191,0.0006964619,0.00008276119,0.0004315772,0.0001007558,0.0001446177,1.471081e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000920103,"about_ca_system_score_gemma":0.0002882031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005127622,"about_ca_topic_score_gemma":5.136274e-7,"domain_scores_codex":[0.998244,0.000007768326,0.0008806531,0.0003593937,0.0002770875,0.0002311328],"domain_scores_gemma":[0.9986634,0.00005387172,0.0004128207,0.0001154842,0.0006910358,0.00006341717],"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":[0.00003816943,0.00003808455,0.001482566,0.0008003989,0.00009903862,3.568908e-8,0.001890652,0.9115916,0.03007605,0.0462893,0.00000894501,0.007685098],"study_design_scores_gemma":[0.0004251614,0.0000185123,0.0001795818,0.0006350302,0.00007877569,2.319879e-7,0.0001839609,0.8358711,0.160604,0.001687669,0.00009080372,0.0002251447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7162426,0.0001566632,0.2825089,0.0000254741,0.0001129333,0.0002114136,0.000004466242,0.00006002169,0.0006774972],"genre_scores_gemma":[0.9242327,0.00009871193,0.0754845,0.00001432998,0.00001738441,0.00001903073,0.00001064349,0.00002483442,0.00009782391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2079902,"threshold_uncertainty_score":0.9999036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03036312337661233,"score_gpt":0.2539032817579693,"score_spread":0.223540158381357,"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."}}