{"id":"W3185755850","doi":"10.26051/0d-w60n-69na","title":"Mega morphologies of 21st century landscapes; the characteristics of an inverted-exterior city form","year":2021,"lang":"en","type":"article","venue":"PolyU Institutional Research Archive (Hong Kong Polytechnic University)","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mega-; Geography; Megacity; Geology; Physics; Biology; Astronomy; Ecology","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":[0.0001831527,0.0001440089,0.0001581877,0.001053538,0.001185351,0.003689299,0.0003338967,0.0002736324,0.004911456],"category_scores_gemma":[0.002300126,0.0002099682,0.000171795,0.001528155,0.002745068,0.001121026,0.001522043,0.0003764629,0.0002816718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006735275,"about_ca_system_score_gemma":0.0003285391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002250133,"about_ca_topic_score_gemma":0.007544574,"domain_scores_codex":[0.9997855,0.00006567973,0.00001041845,0.00004599159,0.00005469523,0.00003775337],"domain_scores_gemma":[0.9992889,0.0001803103,0.0001386569,0.0001290926,0.0001322745,0.0001308165],"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":[0.0001154012,0.00003343845,0.09141284,0.00006413118,0.0000167057,0.0005652267,0.009353916,0.004469405,0.003006955,0.8392666,0.00304389,0.04865149],"study_design_scores_gemma":[0.00004018514,0.0001474712,0.4302693,0.0001023295,0.00004837227,0.005159996,0.02666999,0.03726124,0.001984238,0.3829331,0.115303,0.00008058512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8957998,0.0003488612,0.01454309,0.0003218298,0.00001825117,0.00003456218,0.0001751028,0.00005627186,0.08870221],"genre_scores_gemma":[0.9941676,0.00006605916,0.002827037,0.00001467415,0.000006314544,0.00001082188,0.00006791553,0.00003540482,0.002804277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004911456,"threshold_uncertainty_score":0.01643044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02969797400859103,"score_gpt":0.2410962809930014,"score_spread":0.2113983069844103,"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."}}