{"id":"W2524647694","doi":"","title":"A Study of Mechanical Systems in Canadian High-rise Multi-unit Residential Buildings","year":2016,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Architectural engineering; Engineering; Civil engineering; Environmental science; Mathematics; Mathematics education","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":[0.0003566886,0.0004199622,0.0002684104,0.001198989,0.002615048,0.001682476,0.001197629,0.000450491,0.001378008],"category_scores_gemma":[0.00087747,0.0002306584,0.0004868159,0.003153186,0.0007441548,0.0004951006,0.000417573,0.0003207958,0.0001231639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02911527,"about_ca_system_score_gemma":0.0113394,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9710441,"about_ca_topic_score_gemma":0.9849539,"domain_scores_codex":[0.9994425,0.00005675404,0.00001534982,0.00006367861,0.0002696938,0.0001518699],"domain_scores_gemma":[0.9994792,0.0001119003,0.00005034302,0.00001922214,0.0002756028,0.00006369892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005716744,0.0008433368,0.5556165,0.001212723,0.000174965,0.003378106,0.01011361,0.2755479,0.02108547,0.01642301,0.004368897,0.1106638],"study_design_scores_gemma":[0.00002625729,0.0004323033,0.8338084,0.00009940453,0.00009550153,0.0002591709,0.02224805,0.1259577,0.004463488,0.0005198502,0.01197621,0.0001136941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993182,0.0001651324,0.0003799165,0.00006433658,0.00000228294,0.00004297597,0.0002827526,0.000009501508,0.005871134],"genre_scores_gemma":[0.9980212,0.0002369958,0.0005565169,0.00001113608,7.358931e-7,0.000007844334,0.0001598335,0.000002940935,0.001002879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02911527,"threshold_uncertainty_score":0.211247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566623891795949,"score_gpt":0.2302494133197258,"score_spread":0.2145831744017663,"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."}}