{"id":"W4247966074","doi":"10.22215/etd/2015-10866","title":"Responsive Building Envelopes: Active Apertures for Chinooks","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Building envelope; Envelope (radar); Context (archaeology); Documentation; Architecture; Downtown; Choreography; Engineering; Air movement; Built environment; Visual arts; Civil engineering; Geography; Computer science; Dance; Art; Meteorology; Aerospace engineering; Archaeology","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":[0.00034344,0.0002611617,0.0001936008,0.0002233657,0.001231169,0.002428801,0.0008221767,0.0005982453,0.008167083],"category_scores_gemma":[0.0009572314,0.0002009681,0.0003446328,0.0002654436,0.00134066,0.001305856,0.003012232,0.0005933834,0.0009778426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008313373,"about_ca_system_score_gemma":0.0009431469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002865371,"about_ca_topic_score_gemma":0.009477692,"domain_scores_codex":[0.9996769,0.00008572203,0.000007362959,0.00004983764,0.00009955162,0.0000806013],"domain_scores_gemma":[0.9997974,0.00005695325,0.00001363083,0.00004580549,0.0000274091,0.00005884178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000601646,0.0004286104,0.0126511,0.0007879849,0.00004467318,0.002973523,0.05025901,0.0282423,0.2141081,0.293863,0.01483382,0.3812063],"study_design_scores_gemma":[0.0001109025,0.0008295264,0.03021478,0.0005253546,0.00009305598,0.001830314,0.05292355,0.06808732,0.07126437,0.05908155,0.7148385,0.0002007176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.582211,0.00062996,0.1740379,0.001110791,0.0001834407,0.0003727121,0.000202673,0.001035488,0.240216],"genre_scores_gemma":[0.9051905,0.0002741073,0.06267092,0.0001769301,0.00001618148,0.0001662184,0.0001116883,0.0001953144,0.03119822],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008167083,"threshold_uncertainty_score":0.02732164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262240401060502,"score_gpt":0.2735204030506128,"score_spread":0.2608979990400078,"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."}}