{"id":"W2911846589","doi":"10.5539/sar.v8n2p1","title":"Adoption and Impact of the Improved Fallow Technique on Cotton Productivity and Income in Zambia","year":2019,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cash crop; Agricultural economics; Productivity; Livelihood; Probit; Production (economics); Household income; Welfare; Probit model; Agriculture; Farm income; Agricultural productivity; Economics; Agricultural science; Geography; Business; Economic growth; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004008948,0.0001874875,0.0001713237,0.0005800414,0.0004581253,0.0005706683,0.0002226882,0.0001836842,0.001098896],"category_scores_gemma":[0.001233371,0.0001828942,0.0003045657,0.0006931938,0.0003300067,0.0002937868,0.0005468112,0.000493271,0.00007622733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001292338,"about_ca_system_score_gemma":0.0008307256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1678035,"about_ca_topic_score_gemma":0.254287,"domain_scores_codex":[0.9997765,0.00005221966,0.00001412488,0.00002569637,0.00002224667,0.0001090693],"domain_scores_gemma":[0.9995781,0.00006981859,0.0002365848,0.00001891975,0.00003812016,0.00005848585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009574614,0.00007811487,0.9905046,0.00003958877,0.00005097017,0.0003097064,0.002206106,0.0001712803,0.0008295282,0.0002253919,0.0001678083,0.005321188],"study_design_scores_gemma":[0.000002170303,0.00002977994,0.9985421,0.00001949884,0.00001589903,0.00003195256,0.001012859,0.0001445144,0.00004120121,0.00001031672,0.0001481127,0.000001633142],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996056,0.0001084633,0.00001195629,0.00005496993,6.998904e-7,0.000004563006,0.00006817548,6.645801e-7,0.0001450146],"genre_scores_gemma":[0.9996386,0.0001462795,0.00003969111,0.000009593787,6.493292e-7,0.000005139456,0.00004998871,2.83e-7,0.0001097771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1678035,"threshold_uncertainty_score":0.3336536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952269922058161,"score_gpt":0.3076567107330712,"score_spread":0.2881340115124896,"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."}}