{"id":"W3213181606","doi":"10.32920/ryerson.14647461.v1","title":"Matured Infrastructures Strategizing Architectural Growth Through Infrastructure","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; Framing (construction); Architectural engineering; Business; Engineering; Civil engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001944657,0.0005467953,0.0001685651,0.0007863374,0.001885191,0.005234256,0.0009172972,0.0009019855,0.005617676],"category_scores_gemma":[0.002459399,0.0003167744,0.0002476639,0.0007657785,0.006131254,0.004509624,0.005237542,0.00117291,0.0007329845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007588738,"about_ca_system_score_gemma":0.007918761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01404712,"about_ca_topic_score_gemma":0.04292585,"domain_scores_codex":[0.9986802,0.0006250984,0.00003530908,0.0001539807,0.0002615196,0.0002437991],"domain_scores_gemma":[0.9989191,0.0002327634,0.00008428877,0.0002420241,0.000239102,0.00028267],"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":[0.00001988732,0.00002857273,0.001856683,0.00006149331,0.000009506425,0.0001650629,0.007542971,0.01640661,0.001646121,0.9453616,0.003311643,0.02358983],"study_design_scores_gemma":[0.00004094481,0.0001608262,0.002488307,0.0002114617,0.00003459143,0.0002489944,0.02553805,0.05731367,0.003524638,0.5662571,0.344141,0.00004028973],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2370844,0.0008008885,0.2583706,0.01027818,0.0001347414,0.0002503833,0.0001200837,0.0003525439,0.4926082],"genre_scores_gemma":[0.8839695,0.0005182737,0.09297739,0.0001809289,0.00001715847,0.0001065047,0.00008687571,0.0001097328,0.02203364],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01404712,"threshold_uncertainty_score":0.05506045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007796003148676325,"score_gpt":0.2103414625941983,"score_spread":0.202545459445522,"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."}}