{"id":"W2775291077","doi":"10.1016/j.crte.2017.09.004","title":"The changing hydro-ecological dynamics of rivers and deltas of the Western Indian Ocean: Anthropogenic and environmental drivers, local adaptation and policy response","year":2017,"lang":"en","type":"article","venue":"Comptes Rendus Géoscience","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centre National de la Recherche Scientifique; Ministry of Environment; International Development Research Centre; Critical Ecosystem Partnership Fund","keywords":"Hydropower; Environmental science; Flood myth; Deforestation (computer science); Climate change; Ecosystem; Biodiversity; Flooding (psychology); Delta; Ecosystem services; Livelihood; Geography; Ecology; Oceanography; Agriculture; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004520434,0.0001124346,0.0001333564,0.0000411548,0.001028367,0.00006120721,0.0004305218,0.00005304951,0.000007979844],"category_scores_gemma":[0.0001135117,0.00007335666,0.00002643606,0.0001023004,0.004096715,0.0001977558,0.001251344,0.00009117923,0.000003117887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001457091,"about_ca_system_score_gemma":0.00001730699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006126158,"about_ca_topic_score_gemma":0.001619929,"domain_scores_codex":[0.9989919,0.00009359264,0.0001696582,0.0002604691,0.0002446773,0.0002397166],"domain_scores_gemma":[0.9991549,0.000191104,0.0002417296,0.0003240682,0.000003184863,0.00008507217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007877673,0.00003560338,0.9739267,0.00001136441,0.000007505479,0.000005438928,0.002053003,0.0009349284,0.002043791,0.0001191535,0.00001077018,0.020773],"study_design_scores_gemma":[0.0001933777,0.0001120407,0.8288558,0.00002265489,0.000008665094,0.00004061156,0.001989646,0.1684165,0.00009793511,0.0001284076,0.00005091849,0.00008345901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986405,0.00008453078,0.0004552618,0.0004810789,0.00006670593,0.0001644183,0.00006544953,0.000004917722,0.00003711509],"genre_scores_gemma":[0.9995841,0.0002227493,0.00008212791,0.00002272721,0.000005967026,0.000001299198,0.000001702829,0.000004843129,0.00007445586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1674816,"threshold_uncertainty_score":0.9986135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009347221936127305,"score_gpt":0.2208966963530559,"score_spread":0.2115494744169286,"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."}}