{"id":"W4405843985","doi":"10.1016/j.heliyon.2024.e41554","title":"Drivers and barriers to the choice of production systems among smallholder pig farmers: Evidence from Northern Uganda","year":2024,"lang":"en","type":"article","venue":"Heliyon","topic":"Animal Disease Management and Epidemiology","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mastercard Foundation; Gulu University","keywords":"Multinomial logistic regression; Production (economics); Business; Agricultural science; Service (business); Consumption (sociology); Agriculture; Agricultural economics; Marketing; Market access; Pig farming; Economics; Geography; Animal production; Biology; Animal science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009754614,0.0002306193,0.0002639163,0.0007119441,0.0007982628,0.0007985701,0.0002899885,0.000338663,0.001692126],"category_scores_gemma":[0.003671968,0.000330375,0.000204274,0.001072262,0.0007776713,0.0007389541,0.0009317962,0.0003160989,0.0001495837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004574487,"about_ca_system_score_gemma":0.0005715584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01710541,"about_ca_topic_score_gemma":0.02894845,"domain_scores_codex":[0.9991832,0.0004336865,0.00005785531,0.00008937557,0.00007901362,0.0001567818],"domain_scores_gemma":[0.9974557,0.001008726,0.001150727,0.00006928914,0.0001366291,0.0001789872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004937706,0.0000485722,0.9847948,0.0000898136,0.00002356373,0.0004290793,0.008672005,0.00005838756,0.0002181425,0.0001282279,0.0001058856,0.005382206],"study_design_scores_gemma":[0.000004092287,0.00008925026,0.9676465,0.0001109321,0.00002296101,0.0003069367,0.03051171,0.0001775251,0.00006596989,0.0001399785,0.0009144898,0.000009588948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994791,0.0001516484,0.00003179082,0.0000502375,8.009331e-7,0.000004239143,0.00002729709,3.433632e-7,0.0002545555],"genre_scores_gemma":[0.9995976,0.0002177321,0.00004481083,0.00001222435,9.607819e-7,0.000008185789,0.00001671177,3.994286e-7,0.0001014307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01710541,"threshold_uncertainty_score":0.03401166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04122405452096876,"score_gpt":0.2506495935618612,"score_spread":0.2094255390408924,"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."}}