{"id":"W3122627318","doi":"","title":"The development and validation of a furnace model for ESP-r/HOT3000","year":2002,"lang":"en","type":"article","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"HVAC; Heat recovery ventilation; Mechanical engineering; Energy balance; Engineering; Process engineering; Computer science; Simulation; Air conditioning; Heat exchanger; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001325368,0.0006688741,0.0006275145,0.000341681,0.0005364934,0.0007695019,0.001708404,0.0008366669,0.004083363],"category_scores_gemma":[0.001684392,0.0004164697,0.0008276528,0.0003802692,0.0003601584,0.0007611684,0.0005299145,0.001083197,0.00107147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009921418,"about_ca_system_score_gemma":0.001985533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01505098,"about_ca_topic_score_gemma":0.01300041,"domain_scores_codex":[0.9996864,0.00008288614,0.00001821957,0.00003476279,0.0001478325,0.00003002813],"domain_scores_gemma":[0.9993857,0.0002154646,0.00002549742,0.0001069109,0.0002427144,0.00002373608],"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":[0.00011658,0.0000781027,0.001087966,0.00007413475,0.00001472652,0.00005643442,0.00004191778,0.9698392,0.007991061,0.003474148,0.001151516,0.0160742],"study_design_scores_gemma":[0.00002714916,0.00006723457,0.0004208026,0.000009612202,0.000007347278,0.00002208534,0.00001364636,0.9903667,0.006283918,0.0004917232,0.002278996,0.00001068442],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2226194,0.0001458299,0.7336296,0.0003072604,0.0001435061,0.0007755418,0.002992986,0.005902164,0.03348364],"genre_scores_gemma":[0.657734,0.0001716761,0.3255979,0.00009073524,0.00001538743,0.0007523497,0.004430458,0.0007511846,0.01045637],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01505098,"threshold_uncertainty_score":0.02992672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01547273862089586,"score_gpt":0.2054908523723003,"score_spread":0.1900181137514045,"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."}}