{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005797516,0.0000549309,0.00009613745,0.00002849141,0.00006993031,0.00002415761,0.000169923,0.00001487423,0.00002332777],"category_scores_gemma":[0.00002502911,0.00001868693,0.00001325097,0.0007443663,0.0001125845,0.0002687119,0.00005569055,0.00005665838,2.484776e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002095239,"about_ca_system_score_gemma":0.000006111442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001712194,"about_ca_topic_score_gemma":0.00005951855,"domain_scores_codex":[0.9991512,0.00002541218,0.0003065307,0.00008816185,0.0003358934,0.00009286079],"domain_scores_gemma":[0.999629,0.0000427573,0.0002644553,0.00001408171,0.00002642514,0.00002334408],"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":[0.00003118674,0.0002196252,0.08143222,0.00002447979,0.00000995441,0.000006622494,0.001526637,0.0000199413,0.7509708,0.000146785,0.00005588409,0.1655558],"study_design_scores_gemma":[0.0001352346,0.0002489444,0.9760336,0.0000256819,0.000006301095,0.000003892124,0.01026548,0.00004987954,0.005246631,0.00001535865,0.007919805,0.00004915752],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976109,0.00009640374,0.000001028987,0.001886485,0.0000100557,0.000188755,0.000001840996,0.000001416237,0.0002030667],"genre_scores_gemma":[0.9987547,0.0003819699,0.0006479567,0.0001933987,0.00001206771,0.000003684312,0.000002994101,1.818879e-7,0.000002977906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8946014,"threshold_uncertainty_score":0.07620311,"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."}}