{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002642449,0.0001866042,0.0002181337,0.0003549085,0.0006451375,0.000930735,0.0003673233,0.0002025068,0.01127264],"category_scores_gemma":[0.0007030094,0.000079674,0.0005139665,0.0008471435,0.0001377565,0.0003609711,0.001056148,0.0002130165,0.002209595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009509447,"about_ca_system_score_gemma":0.0008691695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05133461,"about_ca_topic_score_gemma":0.1302968,"domain_scores_codex":[0.9997384,0.00005435596,0.00001329735,0.00003552435,0.00004658775,0.0001117318],"domain_scores_gemma":[0.9995093,0.00003805391,0.00005430186,0.00001774437,0.0001736511,0.0002069408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001641548,0.0004292342,0.915104,0.0001782786,0.0001813913,0.0004528011,0.001474246,0.001725537,0.00364609,0.0008803145,0.009344992,0.06494156],"study_design_scores_gemma":[0.00000748816,0.0001869614,0.9899454,0.00001878105,0.00003261988,0.00007927752,0.004730558,0.000515682,0.001104239,0.0000853338,0.003283234,0.00001046879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905806,0.0001405653,0.00008743701,0.000132481,0.00001999966,0.000009665651,0.001539368,0.000009956393,0.007480008],"genre_scores_gemma":[0.9928523,0.0000853371,0.00004316808,0.00001746448,0.000004124113,0.000005601304,0.0007235142,0.00000666095,0.006261801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05133461,"threshold_uncertainty_score":0.1020716,"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."}}