{"id":"W7014909669","doi":"","title":"Research viewpoints by IRC: South African team develops new tool to analyze HVAC control systems","year":2000,"lang":"en","type":"article","venue":"NPARC","topic":"Advanced Data Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Viewpoints; Control (management); HVAC; Control system; Automation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006011578,0.0002097585,0.0003143731,0.0001862366,0.0001160513,0.0001291989,0.0005362178,0.0001107613,0.0005075196],"category_scores_gemma":[0.0001466179,0.000208461,0.00003291146,0.0007550131,0.00004130138,0.0002476056,0.00005208894,0.0003914355,0.000713501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000239968,"about_ca_system_score_gemma":0.00008632352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003986552,"about_ca_topic_score_gemma":0.000004939066,"domain_scores_codex":[0.9981124,0.00006450444,0.000347124,0.0003610911,0.000477796,0.0006370875],"domain_scores_gemma":[0.9989741,0.00007698887,0.00002482016,0.0005631337,0.0001024856,0.0002584945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007175581,0.00003271608,0.00009410691,0.0001411616,0.00006743862,0.00001418079,0.0009172839,0.005618584,0.02879692,0.0004924656,0.7502057,0.2135477],"study_design_scores_gemma":[0.0006106652,0.00009050881,0.0001235001,0.0002418385,0.00001537927,0.00001220293,0.0001966656,0.01281333,0.007914458,0.003869726,0.9734883,0.0006233923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04320918,0.002057418,0.7266047,0.001215086,0.0003294804,0.002521261,0.0006612464,0.005438246,0.2179634],"genre_scores_gemma":[0.9429033,0.00007856411,0.05209073,0.0001147877,0.0001797274,0.0001685433,0.00003279647,0.00009053478,0.004341041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8996941,"threshold_uncertainty_score":0.917085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02014059016238168,"score_gpt":0.2910496821336289,"score_spread":0.2709090919712472,"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."}}