{"id":"W2616848123","doi":"10.56369/tsaes.2270","title":"FACTORS THAT INFLUENCE ADOPTION OF INTEGRATED SOIL FERTILITY AND WATER MANAGEMENT PRACTICES BY SMALLHOLDER FARMERS IN THE SEMI-ARID AREAS OF EASTERN KENYA","year":2017,"lang":"en","type":"article","venue":"Tropical and Subtropical Agroecosystems","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Tobit model; Agricultural science; Business; Agriculture; Soil fertility; Arid; Socioeconomics; Agricultural economics; Geography; Economics; Soil water; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001805434,0.0001694629,0.0002878538,0.00001335846,0.0002320689,0.0001676573,0.0003116728,0.0001098299,0.00004151636],"category_scores_gemma":[0.00007455186,0.00004531458,0.00005060382,0.00008558773,0.0001839528,0.000440974,0.0001177402,0.0001896021,0.00000179755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000124769,"about_ca_system_score_gemma":0.000002560031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002634517,"about_ca_topic_score_gemma":0.002116147,"domain_scores_codex":[0.9986932,0.0001900793,0.0003812266,0.0002765338,0.0002475162,0.0002113974],"domain_scores_gemma":[0.9991012,0.000212028,0.0004319936,0.0001159432,0.00007929328,0.00005958687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007885988,0.000122899,0.9814014,0.00007435021,0.00002606893,0.000002126791,0.0001524925,7.21511e-7,0.01275725,0.0002510872,0.00002267655,0.00511007],"study_design_scores_gemma":[0.0001819398,0.0001644553,0.9929798,0.00005331494,0.00002447454,0.000002610814,0.002354098,0.0000868421,0.001545476,0.0001006756,0.002397586,0.0001087265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974889,0.0001362344,0.000007998829,0.001782855,0.00004807451,0.0002778909,0.00003008216,0.000009470839,0.0002184532],"genre_scores_gemma":[0.9996863,0.00008866719,0.000007396853,0.0000460811,0.00001801603,0.00001562293,0.00005059672,8.263974e-7,0.00008646979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01157841,"threshold_uncertainty_score":0.3982619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04786383333439711,"score_gpt":0.2560363725114524,"score_spread":0.2081725391770553,"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."}}