{"id":"W4237776707","doi":"10.32920/ryerson.14646675.v1","title":"Evolving Architecture","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architecture; Function (biology); Computer science; Space (punctuation); Architectural engineering; Position (finance); Process management; Engineering; Business; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.00003402358,0.0001895886,0.0001755575,0.00007521689,0.00002428791,0.00008445604,0.0001667855,0.0001489399,0.000442817],"category_scores_gemma":[0.000009634419,0.0001797572,0.0001132648,0.00006183126,0.000009877027,0.00001629218,0.0001936688,0.0006013637,0.00002475489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003124136,"about_ca_system_score_gemma":0.00004596358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000780482,"about_ca_topic_score_gemma":0.00001505577,"domain_scores_codex":[0.9993519,0.00001812755,0.0001356531,0.0001983994,0.0001465792,0.0001493152],"domain_scores_gemma":[0.9996138,0.00005294303,0.0000122592,0.0002343158,0.00003602952,0.0000506985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[4.861958e-7,0.000003421669,0.00001102387,0.0001353776,0.00006624959,0.00002018593,0.0002894589,0.9744465,0.0002839743,0.0001276902,0.002875673,0.02173994],"study_design_scores_gemma":[0.0002319584,0.00002133027,0.004512657,0.0004984126,0.0000863687,0.00009576211,0.0001169851,0.9002883,0.004656977,0.07734299,0.01057876,0.001569516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01124529,0.002255036,0.9042882,0.00009086159,0.000670763,0.0001059821,0.000004582239,0.0007101083,0.08062916],"genre_scores_gemma":[0.9377978,0.00002793272,0.06122385,0.000141871,0.0002962411,0.00002223974,0.00008752279,0.00004397776,0.000358541],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9265525,"threshold_uncertainty_score":0.7330288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007867886336699917,"score_gpt":0.198523414701657,"score_spread":0.1906555283649571,"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."}}