{"id":"W7134260959","doi":"10.33545/26180723.2025.v8.i2a.3286","title":"Workload management and caseload optimization strategies for field-level extension functionaries","year":2025,"lang":"","type":"article","venue":"International Journal of Agriculture Extension and Social Development","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture Food and Rural Development","funders":"","keywords":"Workload; Delegation; Service (business); Scheduling (production processes); Task (project management); Extension (predicate logic); Service quality; Time allocation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006211322,0.0003268851,0.0004235632,0.0001196359,0.0009304904,0.0005378292,0.0002596721,0.000286676,0.00007088877],"category_scores_gemma":[0.000110343,0.0001585358,0.0001450467,0.0002797525,0.000120831,0.0004652746,0.0002559976,0.0002346205,8.70943e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001946828,"about_ca_system_score_gemma":0.0001639447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002939539,"about_ca_topic_score_gemma":0.00006052388,"domain_scores_codex":[0.9977,0.00009241825,0.0009187362,0.0004233924,0.0005791999,0.0002862534],"domain_scores_gemma":[0.9968796,0.00024486,0.0004624668,0.00003681418,0.002273178,0.0001030316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002272496,0.0005916222,0.002844709,0.000303779,0.001320286,0.00012583,0.004787275,0.0003231005,0.00291986,0.02054072,0.08477957,0.8791907],"study_design_scores_gemma":[0.002587388,0.0004174615,0.7425662,0.001074396,0.0002504349,0.00012921,0.04568132,0.0002658001,0.0007328941,0.009615739,0.1958793,0.0007998216],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.861037,0.01009896,0.02883953,0.08614721,0.00961795,0.002094855,0.00006352879,0.00006772797,0.002033237],"genre_scores_gemma":[0.9734829,0.004220357,0.01250809,0.002131366,0.0006512838,0.00002700495,0.00008473176,0.000003644111,0.006890608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8783909,"threshold_uncertainty_score":0.7156674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01916267907702256,"score_gpt":0.2586179914429557,"score_spread":0.2394553123659331,"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."}}