{"id":"W6999568456","doi":"","title":"1CURRENT STATE-OF-THE-ART OF INTEGRATED THERMAL AND LIGHTING SIMULATION AND FUTURE ISSUES","year":2015,"lang":"en","type":"article","venue":"NPARC","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiance; Daylight; Range (aeronautics); Construct (python library); Thermal","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":[0.00004793961,0.0000396977,0.0000550542,0.00001698696,0.000009742754,0.000005381717,0.00002382881,0.00002234283,0.000005674578],"category_scores_gemma":[0.00000605355,0.00002871568,0.000007141279,0.00005764039,0.00001376005,0.00005290849,0.00001188536,0.00003763525,7.501174e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005542568,"about_ca_system_score_gemma":0.000004716387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002550828,"about_ca_topic_score_gemma":0.000002516049,"domain_scores_codex":[0.9997892,0.000008804018,0.00007567967,0.00003637388,0.00005048321,0.00003940467],"domain_scores_gemma":[0.9998772,0.000008594468,0.00002088031,0.00004808928,0.00002968068,0.00001553634],"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":[0.000006187413,0.000004257012,0.001399649,0.00002192658,0.00000823444,5.945948e-8,0.0006240239,0.9635165,0.003541124,0.0002737878,0.000126918,0.03047728],"study_design_scores_gemma":[0.0001503084,0.00001652942,0.001173298,0.00003109368,0.000006731514,4.488813e-7,0.00004950867,0.9761344,0.01516858,0.0005017164,0.006717936,0.00004946564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956003,0.0003726468,0.003036316,0.00006443926,0.0001406504,0.00003346862,0.000002049943,0.00002837146,0.0007217995],"genre_scores_gemma":[0.9985793,0.00003647598,0.001305163,0.000003055443,0.00002843275,9.291019e-7,0.000003290199,0.00000546196,0.00003794771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03042782,"threshold_uncertainty_score":0.1170991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01122998430121937,"score_gpt":0.2268326486837401,"score_spread":0.2156026643825208,"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."}}