{"id":"W4283738004","doi":"10.1155/2022/6944151","title":"Rule-Based Engine for Automatic Allocation of Smallholder Dairy Producers in Preidentified Production Clusters","year":2022,"lang":"en","type":"article","venue":"The Scientific World JOURNAL","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nelson Mandela African Institution of Science and Technology; International Development Research Centre; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Production (economics); Business; Dairy farming; Contract farming; Investment (military); Agriculture; Agricultural science; Tanzania; Productivity; Agricultural economics; Economics; Environmental science; Economic growth","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":[0.002284562,0.001374579,0.001490743,0.00281165,0.0009856274,0.003044056,0.002789081,0.001349123,0.00535624],"category_scores_gemma":[0.007246287,0.0005576701,0.001394224,0.001279579,0.0004716226,0.001448026,0.001283478,0.001068804,0.003083733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001301792,"about_ca_system_score_gemma":0.002421104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0191815,"about_ca_topic_score_gemma":0.024747,"domain_scores_codex":[0.9980915,0.0002206685,0.0002791997,0.0008070824,0.000383499,0.0002180356],"domain_scores_gemma":[0.9963818,0.001847359,0.0003093071,0.0003010887,0.0009273319,0.0002331747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001766467,0.001345406,0.05901914,0.00169285,0.0005416165,0.004268396,0.002543527,0.1386849,0.02838863,0.007611371,0.03128695,0.7228507],"study_design_scores_gemma":[0.0001444813,0.0001885869,0.01077813,0.0002920551,0.0002678107,0.0005341215,0.0009288772,0.9374004,0.02131715,0.007968863,0.02009842,0.00008112128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1103601,0.0008538112,0.8097808,0.0006994657,0.0003044726,0.002325925,0.00919369,0.05545578,0.01102599],"genre_scores_gemma":[0.3632842,0.0003254352,0.6185328,0.0005072908,0.00005548003,0.0009711921,0.01032594,0.000624146,0.005373551],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0191815,"threshold_uncertainty_score":0.0381397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04059057735951781,"score_gpt":0.2523689684771734,"score_spread":0.2117783911176556,"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."}}