{"id":"W4236330321","doi":"10.32920/ryerson.14645643","title":"Architecture as Respiratory Systems","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architectural engineering; Architecture; Atmosphere (unit); Order (exchange); Environmental science; Sustainability; Computer science; Business; Environmental resource management; Environmental planning; Engineering; Ecology; Geography; Meteorology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000121086,0.0001899296,0.0002939158,0.00008106052,0.0002028403,0.0006046406,0.0001664147,0.0001062345,0.00302178],"category_scores_gemma":[0.00003015658,0.0001508377,0.0001423015,0.00001195897,0.0001001317,0.00002854654,0.0004781084,0.0003867132,0.00003959076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002895152,"about_ca_system_score_gemma":0.0001157089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002571815,"about_ca_topic_score_gemma":0.002705332,"domain_scores_codex":[0.9990919,0.00005487056,0.0002623152,0.0002877856,0.0001718835,0.000131199],"domain_scores_gemma":[0.9991926,0.00004065444,0.0001007888,0.0003840611,0.0002494427,0.00003245556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006639573,0.00004157486,0.00009685967,0.0005534723,0.0002023043,0.00003861306,0.02626521,0.00004647647,0.00001289976,0.826201,0.1430332,0.003501701],"study_design_scores_gemma":[0.00003777385,0.00002269962,0.00003139988,0.0001691892,0.00002089661,0.000001390741,0.005830477,0.00001620056,0.00003424186,0.00316255,0.9904578,0.0002154366],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03178561,0.006517489,0.000540472,0.001721504,0.002380652,0.0004827756,0.00004442195,0.0006878862,0.9558392],"genre_scores_gemma":[0.6895326,0.0002951133,0.0003602732,0.005985742,0.003040497,0.0004893159,0.0001045757,0.00006782993,0.3001241],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8474245,"threshold_uncertainty_score":0.9978896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07793854363115087,"score_gpt":0.2699463384486443,"score_spread":0.1920077948174934,"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."}}