{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004269817,0.0001785055,0.0001212824,0.0003368987,0.0006020252,0.0005125458,0.0001873807,0.0002129649,0.001798105],"category_scores_gemma":[0.001475089,0.0001451125,0.000122487,0.0005483567,0.0004217009,0.0003975586,0.0003576519,0.0001914173,0.0001345429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004964094,"about_ca_system_score_gemma":0.0005772111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02392219,"about_ca_topic_score_gemma":0.07009098,"domain_scores_codex":[0.9997311,0.00009351491,0.00002402683,0.00003562254,0.00003840481,0.00007726427],"domain_scores_gemma":[0.9989881,0.0003046214,0.000471697,0.00001865479,0.00007070224,0.000146131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007932491,0.0001230974,0.9858467,0.00004245211,0.00001641301,0.0006103016,0.006136667,0.000122913,0.001956628,0.0001016152,0.00008657424,0.0048772],"study_design_scores_gemma":[0.000002722549,0.0001134865,0.988069,0.00002096348,0.000009357055,0.0001197949,0.01101262,0.0001745808,0.0001300495,0.00002338214,0.000319357,0.000004734162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999777,0.00001744739,0.000008890244,0.00001788536,2.809207e-7,0.000004393253,0.00001302037,1.671821e-7,0.0001609217],"genre_scores_gemma":[0.9997383,0.00004428148,0.00003754038,0.000006037886,4.368298e-7,0.000004706671,0.0000151465,1.463028e-7,0.0001534069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02392219,"threshold_uncertainty_score":0.04756594,"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."}}