{"id":"W4396935661","doi":"10.5539/sar.v13n2p16","title":"Family Planning, Irrigation, and Agricultural Cooperatives for Sustainable Food Security in Kenya","year":2024,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Poverty, Education, and Child Welfare","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food security; Agriculture; Business; Sustainability; Irrigation; Sustainable agriculture; Agricultural economics; Sustainable development; Natural resource economics; Geography; Economics; Agronomy; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008448928,0.0001161767,0.000129723,0.0006470162,0.00195472,0.0007273067,0.000296529,0.0003655045,0.005297866],"category_scores_gemma":[0.002101194,0.0001625436,0.00008842207,0.001413951,0.0004941023,0.001014092,0.0008134177,0.0003229413,0.00019239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002235717,"about_ca_system_score_gemma":0.004846688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08659007,"about_ca_topic_score_gemma":0.2842197,"domain_scores_codex":[0.9994708,0.0002338666,0.0000195089,0.00003128085,0.00007131309,0.0001731802],"domain_scores_gemma":[0.9984031,0.0004577017,0.0005821426,0.00002438873,0.0001125092,0.0004201662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001147492,0.0004174116,0.888703,0.0003901919,0.00003891686,0.001442893,0.01465769,0.001131206,0.0004751653,0.01735512,0.01209604,0.06317764],"study_design_scores_gemma":[0.00002846907,0.0001797714,0.9222055,0.0006030872,0.00004362351,0.0004837368,0.0451707,0.0013077,0.0001589709,0.001604651,0.02818273,0.000031054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839697,0.001843053,0.0001696668,0.002642862,0.0000106639,0.0000732229,0.0004904955,0.000003625237,0.01079667],"genre_scores_gemma":[0.9966389,0.001278415,0.0002805314,0.00008268179,0.000005424455,0.00004775991,0.0001335149,7.094135e-7,0.00153205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08659007,"threshold_uncertainty_score":0.1721721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02342253965562424,"score_gpt":0.3489471980964894,"score_spread":0.3255246584408651,"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."}}