{"id":"W7006579183","doi":"","title":"Vertical and Volumetric Urbanism - Hong Kong: A Conversation with A/Prof. Barrie Shelton","year":2018,"lang":"en","type":"article","venue":"Minerva Access (University of Melbourne)","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Conversation; Urbanism; Hurricane katrina; Field (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001088635,0.000149477,0.0002140391,0.0002545665,0.0001693477,0.00004132859,0.0002729347,0.0001041549,0.0001782959],"category_scores_gemma":[0.00002215858,0.0001572053,0.00003961008,0.000344327,0.0002792396,0.0005291366,0.0001011133,0.0001485956,0.00001547989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004470345,"about_ca_system_score_gemma":0.00003028033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000295744,"about_ca_topic_score_gemma":0.0003665121,"domain_scores_codex":[0.9992154,0.00003201628,0.00009281882,0.0002082115,0.0002228195,0.0002287589],"domain_scores_gemma":[0.9994733,0.0000569828,0.00003206032,0.00018384,0.000102956,0.0001508708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002648173,0.0007228649,0.6451512,0.003633681,0.00235818,0.000674213,0.07030009,0.01240675,0.04529215,0.003357526,0.05548196,0.1579732],"study_design_scores_gemma":[0.004755788,0.0008062107,0.5379562,0.0001885749,0.0004187742,0.00007365786,0.00195419,0.4375777,0.007420873,0.001373314,0.0064069,0.001067814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8545734,0.0001883947,0.1411417,0.0001887803,0.0000933962,0.0001352301,0.00000475945,0.000115676,0.003558614],"genre_scores_gemma":[0.9976826,0.00003750015,0.001700512,0.00002834741,0.00008350974,2.511366e-7,0.000005113345,0.00001916956,0.0004430492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4251709,"threshold_uncertainty_score":0.6410646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01781779232669624,"score_gpt":0.2011268843366317,"score_spread":0.1833090920099355,"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."}}