{"id":"W2766469605","doi":"10.1080/19475705.2017.1388854","title":"<i>FloodRisk</i>: a collaborative, free and open-source software for flood risk analysis","year":2017,"lang":"en","type":"article","venue":"Geomatics Natural Hazards and Risk","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Basilicata Regional authority; Ministero dell’Istruzione, dell’Università e della Ricerca","keywords":"Flood myth; Context (archaeology); Risk-based testing; Risk analysis (engineering); Transparency (behavior); Environmental resource management; Risk management; Sustainable development; Flood mitigation; Stakeholder engagement; Computer science; Business; Environmental planning; Software; Software development; Geography; Environmental science; Political 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":[0.002946476,0.001554931,0.0009278362,0.00238176,0.0006362822,0.002047848,0.00311738,0.001673829,0.04062533],"category_scores_gemma":[0.007978018,0.001177082,0.001614145,0.001708397,0.0009181114,0.003097852,0.003116155,0.002005863,0.01581892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006499822,"about_ca_system_score_gemma":0.001655706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003614323,"about_ca_topic_score_gemma":0.003737117,"domain_scores_codex":[0.9992183,0.0001463427,0.0001042738,0.0001422303,0.0003133826,0.00007548329],"domain_scores_gemma":[0.9963336,0.002114851,0.0003076967,0.0006168027,0.0004754646,0.0001515624],"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":[0.0006713959,0.0004017616,0.006559785,0.002662554,0.000536275,0.001273462,0.002519289,0.07789142,0.02309747,0.06042425,0.5424152,0.2815471],"study_design_scores_gemma":[0.0004482689,0.0001517311,0.005847006,0.0004984674,0.0001320772,0.000981264,0.0002348688,0.2710332,0.02811973,0.05460341,0.6374922,0.0004578545],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.006153755,0.0001565516,0.5944204,0.0004915547,0.0001571395,0.0003745824,0.02900071,0.3530689,0.01617641],"genre_scores_gemma":[0.1064227,0.0007595567,0.643048,0.0006447203,0.0001566248,0.002381602,0.07788833,0.1441781,0.02452029],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.04062533,"threshold_uncertainty_score":0.1359053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005485762441152609,"score_gpt":0.2541199437963128,"score_spread":0.2486341813551602,"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."}}