{"id":"W7028216701","doi":"","title":"ENERGY EFFICIENCY OF STUDENT ACCOMMODATION - THE LARGEST STUDENTS' RESIDENCE IN NATIONAL UNIVERSITY OF SINGAPORE, PRINCE GEORGE'S PARK RESIDENCE","year":2015,"lang":"en","type":"dissertation","venue":"National University of Singapore","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Residence; Accommodation; Efficient energy use; Energy (signal processing); Energy conservation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001253409,0.0001713792,0.0004200707,0.0004107296,0.0001348193,0.00000773434,0.0008243827,0.000341874,0.0001781655],"category_scores_gemma":[0.0006738462,0.0001665415,0.000131503,0.00082741,0.0005335237,0.0001527569,0.0002082026,0.000486247,0.000003593424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005219773,"about_ca_system_score_gemma":0.002085095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001307185,"about_ca_topic_score_gemma":0.001064186,"domain_scores_codex":[0.9949354,0.0001301577,0.0003792263,0.0003635425,0.00398858,0.0002031038],"domain_scores_gemma":[0.9956588,0.0004535257,0.0005804939,0.000201502,0.002974375,0.0001313307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02351296,0.01851139,0.6043848,0.007147708,0.001967458,0.0008405682,0.0287335,0.000802383,0.1360079,0.0829217,0.06680143,0.02836816],"study_design_scores_gemma":[0.004535815,0.0004588228,0.9564551,0.003375626,0.0002380506,0.00001174261,0.01417834,0.0005483229,0.007643931,0.006275145,0.005834069,0.0004451067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876652,0.000367557,0.00007221334,0.001053897,0.00007650334,0.0003077369,0.0001398918,0.00001360733,0.01030335],"genre_scores_gemma":[0.9937207,0.0003349393,0.0002612137,0.00002721222,0.00003926835,2.646568e-7,0.0009845876,0.000009680291,0.004622188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3520702,"threshold_uncertainty_score":0.6791365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03451015208998473,"score_gpt":0.3381859060643188,"score_spread":0.3036757539743341,"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."}}