{"id":"W6958218431","doi":"10.6084/m9.figshare.21499275","title":"Urban Flooding in Vancouver, Canada","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flooding (psychology); Flood myth; Natural disaster; Flood mitigation; Coastal flood; Emergency management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002111172,0.0002497525,0.0002033529,0.001292826,0.002870656,0.001816987,0.0004197391,0.0003022371,0.003949584],"category_scores_gemma":[0.0007872757,0.000127355,0.0001425359,0.003680481,0.0006002316,0.0002340697,0.0006233764,0.000384186,0.0003183614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02099323,"about_ca_system_score_gemma":0.03717137,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9893526,"about_ca_topic_score_gemma":0.9965119,"domain_scores_codex":[0.9997334,0.00002459742,0.00001394623,0.00002872211,0.0001313537,0.00006804908],"domain_scores_gemma":[0.9993361,0.00005034704,0.00004565525,0.000007855147,0.0004624696,0.00009762328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000271428,0.0001470763,0.226547,0.004801746,0.0001735223,0.006125454,0.02080294,0.002367377,0.003097627,0.006860877,0.1149003,0.6139046],"study_design_scores_gemma":[0.00002308009,0.00009070351,0.6439208,0.001826648,0.00011034,0.001339399,0.03331365,0.0005402743,0.0006708598,0.0008971584,0.3171665,0.0001005714],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6348984,0.1078449,0.0008521045,0.01013475,0.0004927,0.0004554695,0.0105734,0.0001468053,0.2346014],"genre_scores_gemma":[0.8799171,0.07251955,0.0009944347,0.0009314477,0.00007152432,0.0001103812,0.002843932,0.00003395295,0.04257765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02099323,"threshold_uncertainty_score":0.1523172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01003952819205167,"score_gpt":0.1879557577484572,"score_spread":0.1779162295564055,"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."}}