{"id":"W3106811316","doi":"10.1080/09613218.2020.1847025","title":"Exploring membrane-assisted radiant cooling for designing comfortable naturally ventilated spaces in the tropics","year":2020,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Research Foundation Singapore","keywords":"Radiant cooling; Air conditioning; Thermal comfort; Building envelope; Passive cooling; Ceiling (cloud); Environmental science; Architectural engineering; Water cooling; Mechanical engineering; Thermal; Simulation; Computer science; Engineering; Meteorology; Structural engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003093321,0.0003523407,0.0002534986,0.0002300393,0.0004254011,0.0006000646,0.0005044999,0.0003428805,0.001947166],"category_scores_gemma":[0.0004575608,0.0002141185,0.0003724142,0.0001763657,0.0003517525,0.0007197966,0.0005990281,0.0002755272,0.0004610425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003176559,"about_ca_system_score_gemma":0.0005029282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001926769,"about_ca_topic_score_gemma":0.004117419,"domain_scores_codex":[0.9997948,0.00007280926,0.000007135985,0.00003478705,0.00005525209,0.00003519889],"domain_scores_gemma":[0.9998831,0.0000373573,0.00001765908,0.00001902023,0.00002766541,0.00001522719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002288616,0.0001349142,0.004516882,0.0005468032,0.00004429987,0.0006389571,0.001105741,0.2002207,0.6383119,0.00959465,0.001117271,0.1435389],"study_design_scores_gemma":[0.00007711242,0.0007197137,0.00733579,0.0001300903,0.00009072019,0.0009085514,0.00115066,0.7156494,0.2149872,0.004105605,0.05473141,0.000113707],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3993947,0.000687517,0.5845041,0.0002598944,0.00004952089,0.0001617266,0.00009095256,0.0007396091,0.01411206],"genre_scores_gemma":[0.8334261,0.0003085649,0.1633312,0.00004663736,0.00001095882,0.00007065696,0.00005491258,0.00009162791,0.002659359],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001947166,"threshold_uncertainty_score":0.006513894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1830264032505997,"score_gpt":0.3039305477766134,"score_spread":0.1209041445260137,"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."}}