{"id":"W4242981792","doi":"10.1023/a:1021125916304","title":"Floodplain Residents' Preferences for Water Level Management Options in Flood Control Projects in Bangladesh","year":2003,"lang":"en","type":"article","venue":"Natural Hazards","topic":"Water resources management and optimization","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; Lakehead University","funders":"","keywords":"Floodplain; Flood myth; Flooding (psychology); Natural hazard; Hydrology (agriculture); Geography; Flood control; Habitat; Levee; Drainage; Water resource management; Environmental resource management; Environmental science; Fishery; Socioeconomics; Ecology; Engineering; Psychology; Cartography","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":[0.0002679127,0.0001600698,0.0001625492,0.0003308413,0.00003900465,0.00006736456,0.0001452499,0.0000776856,0.00003060547],"category_scores_gemma":[0.00001414749,0.0001270685,0.00004404489,0.0002034681,0.00001169957,0.0002082477,0.00002104747,0.0001483759,0.00001476278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009950819,"about_ca_system_score_gemma":0.000004448614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002414489,"about_ca_topic_score_gemma":0.0003992442,"domain_scores_codex":[0.9989761,0.00004469002,0.0002442756,0.0002071231,0.0001623445,0.0003654703],"domain_scores_gemma":[0.9997865,0.00001753231,0.00001513697,0.0001316722,0.00002210001,0.00002707958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002647857,0.0002992998,0.01716772,0.001420275,0.0003747683,0.00008731159,0.003629983,0.9431982,0.0019655,0.008098975,0.005297324,0.01819588],"study_design_scores_gemma":[0.0248684,0.0002674998,0.1673675,0.0007001969,0.0002350761,0.000009324911,0.001461222,0.7463721,0.02364257,0.007179263,0.02564667,0.002250238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980246,0.0005542151,0.006046729,0.0001252601,0.0006423693,0.002155627,0.00002329533,0.0002053021,0.01000122],"genre_scores_gemma":[0.9941985,0.00004544333,0.004040516,0.00003420684,0.00003307435,0.0002560093,0.00007072869,0.00002359431,0.001297944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1968261,"threshold_uncertainty_score":0.5181704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568448492266004,"score_gpt":0.2220566707327707,"score_spread":0.2063721858101107,"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."}}