{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003347721,0.0001543846,0.000286914,0.0006045143,0.0003052105,0.00002634934,0.0006244492,0.00009244006,0.0001386852],"category_scores_gemma":[0.0002163235,0.0001361843,0.0001614137,0.00128197,0.0008068849,0.0002615277,0.0003067958,0.0004840104,0.000005408348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001595655,"about_ca_system_score_gemma":0.0003940689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005183172,"about_ca_topic_score_gemma":0.0007295252,"domain_scores_codex":[0.9983647,0.0001778521,0.0002574994,0.000237716,0.000577237,0.0003849297],"domain_scores_gemma":[0.9988093,0.0002677636,0.00006599609,0.0004449089,0.0002728134,0.0001392133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006060055,0.001148167,0.02758795,0.0005949812,0.00141001,0.001179329,0.001756248,0.00396403,0.6384985,0.2297625,0.00117088,0.09232131],"study_design_scores_gemma":[0.004019652,0.00132749,0.4992796,0.00104251,0.0006420549,0.0002965149,0.008411346,0.1295305,0.250627,0.00837742,0.09434196,0.00210401],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686604,0.0004051534,0.01651479,0.0001830329,0.0001472548,0.0002382154,0.0006173621,0.0001509413,0.01308283],"genre_scores_gemma":[0.9976642,0.0008871301,0.0009894363,0.00001138863,0.00005040039,0.000001874663,0.0001297327,0.00001199214,0.0002538932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4716916,"threshold_uncertainty_score":0.5553436,"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."}}