{"id":"W6958536020","doi":"10.6084/m9.figshare.28442859","title":"Design flood estimation in flood hazard studies: a three-decade systematic review of practices in Canada","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Genetic diversity and population structure","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Estimation; Climate change; Hazard; 100-year flood; Hazard analysis","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07280815,0.001101753,0.00293255,0.02124305,0.001834464,0.004423107,0.003229995,0.001345424,0.00180191],"category_scores_gemma":[0.2261433,0.00134047,0.003845427,0.03486295,0.003012232,0.002446406,0.003451051,0.001527312,0.0002188251],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04472634,"about_ca_system_score_gemma":0.1711205,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.673465,"about_ca_topic_score_gemma":0.8568674,"domain_scores_codex":[0.9567689,0.01318743,0.01339994,0.002882284,0.01283702,0.0009245218],"domain_scores_gemma":[0.6931359,0.193209,0.0306146,0.006135779,0.07400309,0.002901638],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003044559,0.00003363404,0.01702489,0.3679351,0.003230521,0.0002113813,0.007472681,0.001014267,0.0003439914,0.001825543,0.01460649,0.5859972],"study_design_scores_gemma":[0.0001603712,0.0001441973,0.05821732,0.7974268,0.01013368,0.0004049956,0.003695574,0.0005394303,0.0005423003,0.0009536837,0.1275947,0.0001868603],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005144508,0.9879062,0.001682561,0.001723933,0.0001619314,0.0004105339,0.001629582,0.00004631998,0.001294332],"genre_scores_gemma":[0.05243462,0.9362297,0.007479697,0.001168537,0.00007496303,0.0009330932,0.001292142,0.0000440856,0.0003431326],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9552736,"threshold_uncertainty_score":0.6569161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05612244801934304,"score_gpt":0.3104468346335069,"score_spread":0.2543243866141638,"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."}}