{"id":"W4210858105","doi":"10.1002/ird.2680","title":"Poverty reduction through water interventions: A review of approaches in sub‐Saharan Africa and South Asia","year":2022,"lang":"en","type":"review","venue":"Irrigation and Drainage","topic":"Water resources management and optimization","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China","keywords":"Livelihood; Poverty; Psychological intervention; Water resources; Agriculture; Water resource management; Agricultural productivity; Business; Irrigation; Water conservation; Natural resource economics; Environmental planning; Geography; Environmental science; Economic growth; Economics; Ecology","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":[0.0003421004,0.0002036929,0.0005646127,0.0001981499,0.00004670612,0.00003662287,0.00007980448,0.00007696473,0.0001130109],"category_scores_gemma":[0.000013116,0.0001582625,0.000149957,0.000242462,0.00003223035,0.0001922877,0.00007863523,0.0001694458,0.000004304859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005157475,"about_ca_system_score_gemma":0.000004199583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003457341,"about_ca_topic_score_gemma":0.000001292081,"domain_scores_codex":[0.9988865,0.0001209984,0.0005167557,0.0002222588,0.000120506,0.0001330288],"domain_scores_gemma":[0.9996889,0.00001222003,0.0001148392,0.0001529546,0.000008033303,0.00002307024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004074142,0.0000455865,3.509524e-7,0.4195997,0.0001273173,0.000004360877,0.002332146,0.0002217867,0.000001442853,0.002796273,0.001012272,0.5738547],"study_design_scores_gemma":[0.0001570766,0.00002276355,0.000002086271,0.02711646,0.0002838912,0.000007815621,0.00009127972,0.0004855951,0.00000470142,0.001553455,0.9700582,0.0002166865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003294883,0.973352,0.0005285034,0.00003417915,0.00007968843,0.0008612051,0.00001615928,0.00005768757,0.02506728],"genre_scores_gemma":[0.0002336279,0.9985383,0.0001734234,0.000008917304,0.00002359088,0.0001840428,0.0005684256,0.00003202193,0.0002376847],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9690459,"threshold_uncertainty_score":0.6453756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1028503807601945,"score_gpt":0.2706436985991294,"score_spread":0.1677933178389349,"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."}}