{"id":"W1969976045","doi":"10.1017/s0376892907004419","title":"Floods in Bangladesh: History, Dynamics and Rethinking the Role of the Himalayas BY THOMAS HOFER AND BRUNO MESSERLI xxx + 468 pp., 23 × 15.5 × 3 cm, ISBN 92 808 1131 5 paperback, US$ 45.00, Tokyo, Japan/New York, USA/London, UK: United Nations University Press, 2006","year":2007,"lang":"en","type":"article","venue":"Environmental Conservation","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Environment and Climate Change Canada; Impact","funders":"","keywords":"Sociology; Environmental ethics; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005690029,0.0002379144,0.0001729882,0.0001068939,0.000337669,0.00003314985,0.0003412975,0.0001374582,0.0003250702],"category_scores_gemma":[0.0000198634,0.0001987305,0.0000523564,0.000496914,0.0005500072,0.0003953449,0.0004449344,0.0002795278,0.000008972378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008913863,"about_ca_system_score_gemma":0.00002035401,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008419654,"about_ca_topic_score_gemma":0.007985215,"domain_scores_codex":[0.998339,0.0001727413,0.0003245989,0.0004033289,0.0004595528,0.0003008085],"domain_scores_gemma":[0.9991576,0.0001481292,0.0002460915,0.0003555444,0.000004516762,0.00008810617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006572941,0.0001876396,0.9564083,0.00001366887,0.00003994591,0.000003032824,0.001330161,0.0002404018,0.01161244,0.004453433,0.02471309,0.0009321905],"study_design_scores_gemma":[0.0007993052,0.00005653464,0.7072493,0.0000267333,0.00007114537,0.000003642773,0.001388942,0.006317887,0.0009451196,0.0001914987,0.2827107,0.0002391694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857355,0.001683352,0.0001326945,0.001526416,0.0001230587,0.0006950627,0.00004600817,0.00002144476,0.01003646],"genre_scores_gemma":[0.9804158,0.001902394,0.0007293837,0.000554913,0.00001943502,0.000006373614,0.0001593089,0.00002371914,0.01618871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2579976,"threshold_uncertainty_score":0.9981834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007854979819042408,"score_gpt":0.1799960311249663,"score_spread":0.1721410513059239,"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."}}