{"id":"W2908236810","doi":"10.3390/w11010063","title":"Flooding Related Consequences of Climate Change on Canadian Cities and Flow Regulation Infrastructure","year":2019,"lang":"en","type":"article","venue":"Water","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Flooding (psychology); Flood myth; Climate change; Geography; Environmental science; Natural hazard; Hazard; Climatology; Meteorology; Ecology; Oceanography; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003087872,0.0003196317,0.0001798046,0.001253583,0.002683233,0.001348879,0.0005700945,0.0003016421,0.00208804],"category_scores_gemma":[0.001422755,0.0001252498,0.0005209223,0.003616652,0.0008039239,0.000381627,0.001186082,0.0004469666,0.00009736206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02985321,"about_ca_system_score_gemma":0.02555524,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.990114,"about_ca_topic_score_gemma":0.9966463,"domain_scores_codex":[0.9993889,0.00003920663,0.00001305533,0.00004026712,0.0002317366,0.0002867039],"domain_scores_gemma":[0.9991257,0.0000687681,0.0001673923,0.00003634446,0.0004326201,0.0001692463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002252214,0.00006196206,0.8724081,0.0001695161,0.000184724,0.001154978,0.002807397,0.0445457,0.001923617,0.004994431,0.01295994,0.05856444],"study_design_scores_gemma":[0.000004356107,0.00001840838,0.9846424,0.00002487003,0.00003729917,0.00008792083,0.003103646,0.002885924,0.00031836,0.0003377461,0.008502508,0.00003658207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717107,0.0006282658,0.0004211381,0.001271212,0.00002419176,0.00004453689,0.004703149,0.00005772539,0.021139],"genre_scores_gemma":[0.9966898,0.0005630536,0.000236904,0.00006204246,0.000004852734,0.000008928003,0.001001458,0.000005045861,0.00142782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02985321,"threshold_uncertainty_score":0.2166012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006597588235988467,"score_gpt":0.1924645562696732,"score_spread":0.1858669680336847,"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."}}