{"id":"W4398231464","doi":"10.1016/j.agsy.2024.104002","title":"Farmer decision making for hybrid maize seed purchases: Effects of brand loyalty, price discounts and product information","year":2024,"lang":"en","type":"article","venue":"Agricultural Systems","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Consortium of International Agricultural Research Centers; Department for International Development, UK Government; Bill and Melinda Gates Foundation; United States Agency for International Development","keywords":"Loyalty; Product (mathematics); Business; Brand loyalty; Marketing; Economics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003325425,0.0002178625,0.0002696633,0.00002668389,0.0002505761,0.0005437988,0.0001612596,0.00007018842,0.00001810407],"category_scores_gemma":[0.000181972,0.000063321,0.00009054264,0.0005705145,0.00003353189,0.001641763,0.00006485811,0.0001114027,0.00001892192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003875204,"about_ca_system_score_gemma":0.000007022827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000207539,"about_ca_topic_score_gemma":0.00003067657,"domain_scores_codex":[0.9986073,0.00005689177,0.0004912481,0.0002915155,0.000293189,0.0002598448],"domain_scores_gemma":[0.9983585,0.001004353,0.0002492109,0.00005233277,0.0002783074,0.00005731071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002978267,0.0001960159,0.00530686,0.004233098,0.0003791683,0.00001281122,0.001180636,0.0001112546,0.5822254,0.006766818,0.03435281,0.3649372],"study_design_scores_gemma":[0.00072018,0.0009352982,0.7286509,0.00295611,0.0002310533,0.0004162166,0.003441524,0.001098129,0.01012625,0.0005649902,0.2497819,0.001077509],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935795,0.002735412,0.0002022674,0.0005920952,0.0008721555,0.001454658,0.0001255077,0.00008635364,0.0003520434],"genre_scores_gemma":[0.9985241,0.0001134884,0.0001520761,0.00002590896,0.0004575593,0.0001435552,0.0002309117,0.000001266728,0.0003511592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.723344,"threshold_uncertainty_score":0.5243865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00931282688950675,"score_gpt":0.2411196808901362,"score_spread":0.2318068540006295,"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."}}