{"id":"W2015916816","doi":"10.3763/ehaz.2010.si08","title":"Wetland resource management in Bangladesh: Implications for marginalization and vulnerability of local harvesters","year":2010,"lang":"en","type":"article","venue":"Environmental Hazards","topic":"Hydropower, Displacement, Environmental Impact","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Livelihood; Vulnerability (computing); Common-pool resource; Natural resource management; Natural resource; Wetland; Resource (disambiguation); Environmental resource management; Local community; Environmental planning; Resource management (computing); Business; Natural resource economics; Geography; Estate; Economics; Ecology; Agriculture","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":[0.0003842917,0.0001462319,0.0001548106,0.000636884,0.002743342,0.001511597,0.0003886368,0.0004093343,0.004141269],"category_scores_gemma":[0.00161094,0.000131984,0.0001455539,0.001133331,0.001653031,0.001556862,0.002117296,0.0005545274,0.0002732427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002416566,"about_ca_system_score_gemma":0.001312433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05638381,"about_ca_topic_score_gemma":0.1091136,"domain_scores_codex":[0.999661,0.0001136766,0.00001274774,0.00002945867,0.00002665669,0.0001565007],"domain_scores_gemma":[0.9993181,0.0001271831,0.0001881948,0.00002469966,0.0001052847,0.0002364169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001780334,0.0002234882,0.7250764,0.00009224999,0.00002973767,0.002523799,0.2344172,0.0008880136,0.001514189,0.006469228,0.000882231,0.02770543],"study_design_scores_gemma":[0.000005312221,0.0001539743,0.6088068,0.00006132224,0.000009751279,0.0003734625,0.3849233,0.0006426951,0.000180736,0.001711535,0.003104873,0.00002620539],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977323,0.00005709508,0.0000376675,0.0002365338,7.698142e-7,0.000008769878,0.0000345163,7.310787e-7,0.001891644],"genre_scores_gemma":[0.9995497,0.00008644978,0.00002052385,0.00001223151,4.634888e-7,0.000006249913,0.00001319442,4.874714e-7,0.0003105949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05638381,"threshold_uncertainty_score":0.1121113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01241240494262626,"score_gpt":0.3503919362009322,"score_spread":0.3379795312583059,"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."}}