{"id":"W3156801925","doi":"10.47125/jesam/2020_sp2/05","title":"Development Pathways of Upland Farmers in Selected Sites of Conservation Farming Villages (CFV) Program in the Philippines","year":2020,"lang":"en","type":"article","venue":"Journal of Environmental Science and Management","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Livelihood; Monocropping; Agriculture; Agroforestry; Diversification (marketing strategy); Cropping; Geography; Conservation agriculture; Soil conservation; Business; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000351009,0.0001906688,0.00009694284,0.0005772364,0.0009281124,0.0006709587,0.0003011003,0.0001752511,0.00186528],"category_scores_gemma":[0.0007964809,0.0001202643,0.0001464061,0.000658356,0.0003796964,0.0005152554,0.0009089313,0.000265603,0.0001303325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009306122,"about_ca_system_score_gemma":0.0009829117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02460571,"about_ca_topic_score_gemma":0.05370422,"domain_scores_codex":[0.999778,0.00007634141,0.000007776047,0.0000279062,0.00001943025,0.00009060511],"domain_scores_gemma":[0.9993677,0.00008024555,0.0001990201,0.00001799665,0.00009339742,0.0002416002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007034917,0.00009989616,0.9684376,0.00005850986,0.00001788998,0.0009748362,0.01384987,0.0002187483,0.0008616599,0.0001807205,0.0002551033,0.01497485],"study_design_scores_gemma":[0.00000441488,0.0001374003,0.9516714,0.00003319383,0.000009069238,0.0002339831,0.04556461,0.0004078667,0.000193179,0.000150441,0.001584724,0.000009721701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995227,0.00003752208,0.00003168448,0.0000442402,5.418427e-7,0.000009160065,0.0000568561,0.000001240681,0.0002961343],"genre_scores_gemma":[0.9994811,0.0000652993,0.00007250944,0.00001148518,5.598779e-7,0.00001299371,0.00006100761,6.30114e-7,0.0002942831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02460571,"threshold_uncertainty_score":0.04892498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03472699470333872,"score_gpt":0.2281305228878838,"score_spread":0.1934035281845451,"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."}}