{"id":"W3029150508","doi":"10.1371/journal.pone.0233691","title":"Mortality as the primary constraint to enhancing nutritional and financial gains from poultry: A multi-year longitudinal study of smallholder farmers in western Kenya","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Livestock and Poultry Management","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Washington State University","keywords":"Consumption (sociology); Flock; Asset (computer security); Quarter (Canadian coin); Turnover; Welfare; Business; Socioeconomics; Household income; Economics; Agricultural economics; Demographic economics; Geography; Medicine; Veterinary medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001198211,0.000348745,0.0002492109,0.0004779921,0.00170232,0.0007534254,0.0005227216,0.0007160096,0.001426359],"category_scores_gemma":[0.001559451,0.0004727605,0.0003952213,0.0005262167,0.0004817602,0.000979703,0.000689961,0.0008433114,0.0003467948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007745402,"about_ca_system_score_gemma":0.0008593136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05401025,"about_ca_topic_score_gemma":0.0982588,"domain_scores_codex":[0.9996656,0.0001119132,0.0000211136,0.00005455755,0.00002985513,0.0001169657],"domain_scores_gemma":[0.9991158,0.0000937346,0.000374346,0.00003292839,0.0001144422,0.0002687754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006554842,0.0001747501,0.9966569,0.000007031122,0.00001613997,0.0001684044,0.001865493,0.00001304919,0.0003003821,0.000009734647,0.00009023849,0.0006322333],"study_design_scores_gemma":[0.00000535867,0.0002950192,0.9938586,0.00001624216,0.00001837535,0.0001478941,0.005310159,0.0001127454,0.00004054803,0.00001230703,0.0001775056,0.000005263068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999765,0.00004864005,0.00002001332,0.00003493116,0.000001361208,0.000007028024,0.00006559194,4.294373e-7,0.00005714509],"genre_scores_gemma":[0.9993723,0.00007940397,0.00007062301,0.00004293714,0.000002457448,0.00001966308,0.0001278594,8.596126e-7,0.000283949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05401025,"threshold_uncertainty_score":0.1073917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1230910705104067,"score_gpt":0.2631325482446634,"score_spread":0.1400414777342566,"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."}}