{"id":"W4361273608","doi":"10.55544/ijrah.3.2.11","title":"Urban Flooding in Vancouver, Canada","year":2023,"lang":"en","type":"article","venue":"Integrated Journal for Research in Arts and Humanities","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flooding (psychology); Flood myth; Geography; Environmental planning; Coastal flood; Environmental resource management; Environmental science; Climate change; Archaeology; Sea level rise; Geology; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001476952,0.00008007447,0.000108987,0.0003212768,0.0003791979,0.000175487,0.0001652483,0.00002259267,0.0003238159],"category_scores_gemma":[0.00004794109,0.00006476276,0.00001827044,0.000325894,0.0001250348,0.0002329733,0.0001230371,0.0004003535,0.00001000004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004893532,"about_ca_system_score_gemma":0.00008465643,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3102672,"about_ca_topic_score_gemma":0.9709375,"domain_scores_codex":[0.9986796,0.00006825615,0.000207119,0.0001462983,0.0004139674,0.0004847297],"domain_scores_gemma":[0.9996854,0.0001328309,0.000027226,0.00006406209,0.00002340208,0.00006708522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003996418,0.00003872716,0.01595583,0.00002614105,0.00001116178,0.0002577535,0.001796476,0.0005614833,0.000105395,0.005051853,0.9691001,0.007055085],"study_design_scores_gemma":[0.0007010613,0.0001601317,0.007169783,0.0001526575,0.000002499352,0.000004517303,0.02255674,0.004240446,0.00009150483,0.01119154,0.9535779,0.000151251],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595531,0.0001819046,0.00001540278,0.0007784269,0.00108968,0.0004190405,0.00001079035,0.0000196982,0.03793194],"genre_scores_gemma":[0.9776111,0.0005468748,0.00007521635,0.00007477547,0.00007840561,0.00004918615,0.00000555518,0.00001291545,0.02154597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6606703,"threshold_uncertainty_score":0.6943257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1608844683230905,"score_gpt":0.3672195795729715,"score_spread":0.206335111249881,"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."}}