{"id":"W7128474093","doi":"10.64903/1480-6800-21.2.183","title":"Study on Thermal Surface Performance on Post-Modern Apartment Façades in Penang, Malaysia","year":2018,"lang":"","type":"article","venue":"Arab world geographer","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Apartment; Noon; Thermal; Shading; Waste material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001242594,0.0003718997,0.0002479148,0.0004643203,0.0003529012,0.0005743369,0.0002166599,0.0002009911,0.001323715],"category_scores_gemma":[0.0002034586,0.0001322921,0.0002656674,0.0005874013,0.0002650617,0.000308086,0.0002534459,0.0001631962,0.000291888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004909877,"about_ca_system_score_gemma":0.0001798429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01225195,"about_ca_topic_score_gemma":0.03382548,"domain_scores_codex":[0.9998783,0.0000134994,0.000005582283,0.00002824829,0.0000432862,0.00003103161],"domain_scores_gemma":[0.9998629,0.0000200096,0.00002709465,0.00001359774,0.00005385867,0.00002253994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007713617,0.000395623,0.8554175,0.0002924194,0.0001421797,0.001677354,0.003901047,0.01665217,0.05302279,0.0005899873,0.0008778456,0.06625961],"study_design_scores_gemma":[0.000002221981,0.0001853299,0.9854775,0.00001334785,0.00002449744,0.000233227,0.003647604,0.004086396,0.005016653,0.00004519406,0.001252439,0.00001569266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986057,0.00003918241,0.0001577058,0.000003640141,0.000001455702,0.000003154302,0.0001021657,0.000004211071,0.001082861],"genre_scores_gemma":[0.9989447,0.00003294933,0.0001798567,0.00000195756,6.873873e-7,0.000002896151,0.000113971,0.000002923111,0.0007200698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01225195,"threshold_uncertainty_score":0.02436125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087000884500111,"score_gpt":0.2253560792121535,"score_spread":0.2144860703671524,"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."}}