{"id":"W4232053956","doi":"10.32920/ryerson.14645124.v1","title":"Hybrid social condenser tower","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":"Tower; Infill; Urbanity; Context (archaeology); Blueprint; Architectural engineering; Downtown; Horizontal and vertical; 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":[0.001100624,0.0005613455,0.0002377545,0.0009250534,0.004981664,0.004042243,0.0009229264,0.001208101,0.0167495],"category_scores_gemma":[0.001436791,0.0002570591,0.0003900033,0.0008443096,0.01089436,0.002228159,0.002960172,0.001062882,0.001360286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01858452,"about_ca_system_score_gemma":0.006307041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1599233,"about_ca_topic_score_gemma":0.389341,"domain_scores_codex":[0.9989659,0.0003243193,0.00002854583,0.0001522333,0.0003423191,0.0001865958],"domain_scores_gemma":[0.9990571,0.0002108197,0.00005187539,0.000215487,0.000242173,0.0002225091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002812364,0.000005401485,0.0006898235,0.00004896568,0.00000649656,0.0003106759,0.00718507,0.002139778,0.0006078138,0.9694912,0.01138247,0.00810411],"study_design_scores_gemma":[0.00004037519,0.0000615751,0.002241652,0.00009467044,0.00002066518,0.0003934293,0.01023393,0.01136414,0.001271193,0.15192,0.8223152,0.00004329214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1033295,0.001293765,0.08647976,0.01271801,0.0007486172,0.0002292033,0.0005081064,0.0008066086,0.7938865],"genre_scores_gemma":[0.8183172,0.0005428094,0.02354987,0.0007554923,0.0001066667,0.0001425526,0.0002102303,0.0001964245,0.1561788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1599233,"threshold_uncertainty_score":0.3179848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01238643144402754,"score_gpt":0.215132508458474,"score_spread":0.2027460770144465,"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."}}