{"id":"W7132966091","doi":"","title":"Adaptive strategies and local innovations of smallholder farmers inselected agri-food systems of central Kenya","year":2012,"lang":"en","type":"article","venue":"TSpace","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre","keywords":"Livelihood; Food security; Adaptive strategies; Psychological resilience; Agriculture; Participatory action research; Food processing; Psychological intervention; Adaptive capacity; Citizen journalism","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0009248036,0.0002295196,0.0001834855,0.0005226887,0.00327506,0.001408719,0.0004707982,0.0004720805,0.003029911],"category_scores_gemma":[0.001601075,0.0001763601,0.00009806733,0.0005812881,0.002661723,0.0007075291,0.001414303,0.000381083,0.0001467035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002729295,"about_ca_system_score_gemma":0.001985722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01857481,"about_ca_topic_score_gemma":0.07562165,"domain_scores_codex":[0.9995698,0.0001731429,0.00001235089,0.00005794695,0.00003174056,0.0001549381],"domain_scores_gemma":[0.9993691,0.0002314349,0.0001696388,0.00002253873,0.00004446021,0.0001628662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0007324975,0.001162891,0.2320479,0.0005336201,0.00003282386,0.003122856,0.6505321,0.0008128634,0.02033965,0.003401562,0.0004909303,0.08679039],"study_design_scores_gemma":[0.00004896183,0.001095205,0.4280412,0.0002157206,0.00003620964,0.0004111546,0.5570881,0.0005804519,0.002290614,0.000983587,0.009162571,0.00004630258],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989792,0.00005858575,0.00005164419,0.00006036033,6.554057e-7,0.00002449154,0.000006707982,7.052578e-7,0.0008176864],"genre_scores_gemma":[0.9990433,0.0001021951,0.0001697382,0.00001651301,3.765977e-7,0.00001878169,0.000006237758,4.796026e-7,0.0006424302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01857481,"threshold_uncertainty_score":0.03693336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05517755531703886,"score_gpt":0.2726747591766485,"score_spread":0.2174972038596097,"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."}}