{"id":"W4390508306","doi":"10.1108/dpm-08-2023-0211","title":"The distribution of Cyclone Idai’s water impacts in Beira, Mozambique","year":2024,"lang":"en","type":"article","venue":"Disaster Prevention and Management An International Journal","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Cyclone (programming language); Hazard; Climate change; Distribution (mathematics); Geography; Environmental science; Water supply; Environmental planning; Water resource management; Environmental resource management; Environmental engineering; Engineering; Oceanography; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000640001,0.0000885893,0.00006366253,0.00007235735,0.00008241455,0.0003092372,0.0002423983,0.00002126704,0.0002935283],"category_scores_gemma":[0.000002797323,0.00005459209,0.0000573773,0.0000662577,0.00006049882,0.0007067921,0.0002436399,0.0001013231,0.00003112339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109877,"about_ca_system_score_gemma":0.000003063843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004552297,"about_ca_topic_score_gemma":0.0002189879,"domain_scores_codex":[0.9989818,0.00006768141,0.0002792183,0.0001566608,0.0003552818,0.0001593117],"domain_scores_gemma":[0.9997873,0.000009702117,0.00005025922,0.00009255277,0.00001070363,0.00004945748],"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":[0.000406008,0.001168031,0.07193392,0.0001937572,0.0009810738,0.0003262939,0.005291668,0.001419906,0.002159429,0.124574,0.02408053,0.7674654],"study_design_scores_gemma":[0.002090797,0.0003407591,0.6130088,0.0004798014,0.0001393772,0.00007151398,0.002503681,0.01043544,0.0007218893,0.0450112,0.3247676,0.0004292118],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795758,0.0001737982,0.009872575,0.001912506,0.000932901,0.0002838537,0.000004573892,0.00002036414,0.007223616],"genre_scores_gemma":[0.9935875,0.003028809,0.0001315754,0.00005499725,0.00006485768,0.00001656799,0.00006247475,0.000006914323,0.003046306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7670362,"threshold_uncertainty_score":0.3213929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006872992431321529,"score_gpt":0.2831725814712286,"score_spread":0.2762995890399071,"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."}}