{"id":"W4240457300","doi":"10.32920/ryerson.14645745","title":"In dialogue with emergence","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":"Speculation; Architecture; Architectural engineering; Production (economics); Set (abstract data type); Computer science; Engineering; Business; History; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009355837,0.0007299446,0.0007653345,0.000976889,0.007959773,0.01249066,0.001823792,0.008060809,0.008943523],"category_scores_gemma":[0.01425269,0.0003200782,0.0008067164,0.0009091161,0.04695379,0.0181275,0.00794116,0.01237985,0.001649089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005020712,"about_ca_system_score_gemma":0.002128821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00181891,"about_ca_topic_score_gemma":0.001899387,"domain_scores_codex":[0.9894044,0.007967981,0.0001885864,0.00113451,0.0008417675,0.0004627492],"domain_scores_gemma":[0.9882124,0.0097144,0.0002886227,0.001011716,0.000393904,0.0003789234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006978275,0.000002342204,0.00004742906,0.00001944698,0.000001876337,0.00004354178,0.005650773,0.00008067908,0.00002480501,0.9858687,0.006420034,0.001833437],"study_design_scores_gemma":[0.000007785254,0.000007377625,0.00005914635,0.00008405958,0.000002540106,0.0001192811,0.003610244,0.0003095843,0.0000784664,0.6803466,0.3153653,0.000009680879],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01114729,0.02858271,0.05834546,0.4736336,0.0107409,0.00003861343,0.000113946,0.0002162577,0.4171812],"genre_scores_gemma":[0.8168622,0.01188544,0.0180607,0.05135344,0.01009077,0.0002496882,0.0001336565,0.0006659317,0.09069826],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01249066,"threshold_uncertainty_score":0.04947901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008657315407500074,"score_gpt":0.200800334877566,"score_spread":0.192143019470066,"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."}}