{"id":"W4407332614","doi":"10.15292/acta.hydro.2024.07","title":"Floods: Emerging concepts and persisting challenges","year":2024,"lang":"en","type":"article","venue":"Acta hydrotechnica","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Data science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.006945512,0.001273941,0.001979854,0.003680187,0.002194394,0.009190558,0.003422018,0.007125681,0.006164506],"category_scores_gemma":[0.00626147,0.0005301072,0.0008597575,0.004497082,0.01593921,0.01959462,0.004666604,0.009384807,0.001288478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003818782,"about_ca_system_score_gemma":0.004252397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001895316,"about_ca_topic_score_gemma":0.002267629,"domain_scores_codex":[0.9977112,0.0009819311,0.0002084712,0.0003476474,0.0005544829,0.0001962796],"domain_scores_gemma":[0.9913871,0.006089243,0.0004969563,0.0003332004,0.001084137,0.0006094732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006899281,0.0001252185,0.001454475,0.002999736,0.00004809016,0.0005477741,0.002659806,0.003245272,0.0005031787,0.6370541,0.04824798,0.3030453],"study_design_scores_gemma":[0.000009841189,0.00006473103,0.0006897601,0.002171991,0.00001577883,0.000913122,0.005929153,0.001814861,0.0001362029,0.6063396,0.381845,0.00006994048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004372797,0.7956666,0.01719057,0.1563292,0.00621664,0.00003100999,0.0001964241,0.0001227165,0.01987403],"genre_scores_gemma":[0.05992381,0.8818865,0.01348496,0.01687145,0.02184366,0.0001040679,0.0001935521,0.00009101607,0.005601044],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009190558,"threshold_uncertainty_score":0.03673178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357582674794612,"score_gpt":0.2738310142530306,"score_spread":0.2602551875050845,"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."}}