{"id":"W7133123482","doi":"10.5281/zenodo.18826005","title":"Evaluating Soil Health Management Programmes on Food Security and Livelihood Stability in Ethiopian Highlands: A Methodological Framework","year":2006,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Indigenous Knowledge Systems and Agriculture","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Food security; Livelihood; Sustainability; Soil quality; Focus group; Soil health; Agriculture","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":[0.1258263,0.001218926,0.001860174,0.004220218,0.001382342,0.003314144,0.001691434,0.001214462,0.00125944],"category_scores_gemma":[0.1094656,0.0006894387,0.002738547,0.003032991,0.001860685,0.001315813,0.003221726,0.0007493615,0.00008107186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00772036,"about_ca_system_score_gemma":0.01119205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004289375,"about_ca_topic_score_gemma":0.006298563,"domain_scores_codex":[0.8588783,0.128398,0.006901231,0.00161962,0.003142151,0.001060742],"domain_scores_gemma":[0.9343989,0.05158329,0.006634672,0.001747974,0.005040643,0.0005944616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.008780421,0.005642695,0.1250106,0.03390428,0.01302894,0.0009368024,0.02170971,0.07976269,0.009320656,0.09858751,0.002200549,0.6011152],"study_design_scores_gemma":[0.01716531,0.06920203,0.2581885,0.0436946,0.03421301,0.0007311185,0.08379001,0.2167146,0.05657293,0.1781804,0.04056987,0.0009777426],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7045491,0.00974796,0.1805201,0.003113856,0.0002419785,0.09101637,0.002502192,0.00008030334,0.008228102],"genre_scores_gemma":[0.6000069,0.002185171,0.3009374,0.0003730915,0.00004152152,0.09556293,0.0003523377,0.00001275808,0.0005277838],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1258263,"threshold_uncertainty_score":0.665441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009565256785162,"score_gpt":0.3107416752184557,"score_spread":0.2097851495399395,"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."}}