{"id":"W2792680987","doi":"10.1016/j.geoforum.2018.02.032","title":"Pursuing climate resilient coffee in Ethiopia – A critical review","year":2018,"lang":"en","type":"review","venue":"Geoforum","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Environment Research Council; University of Oxford; Sight Research UK; Economic and Social Research Council; Department for International Development; Department for International Development, UK Government","keywords":"Climate change; Livelihood; Psychological resilience; Context (archaeology); Vulnerability (computing); Food security; Climate resilience; Adaptive capacity; Environmental resource management; Sustainability; Geography; Natural resource economics; Development economics; Political science; Agriculture; Economics; Ecology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00174322,0.000595525,0.001726819,0.00003126798,0.0004089853,0.00009675162,0.0007406414,0.000522009,0.0007696996],"category_scores_gemma":[0.0003564542,0.0001760862,0.0005044539,0.0008550734,0.0001008348,0.0001118081,0.0009133127,0.000614338,0.001354284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001677666,"about_ca_system_score_gemma":0.00004785055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004325126,"about_ca_topic_score_gemma":0.0004664024,"domain_scores_codex":[0.9952267,0.0003402915,0.001063481,0.0008216352,0.0004919823,0.002055892],"domain_scores_gemma":[0.99879,0.000438606,0.0002741124,0.0001609583,0.0001099089,0.0002264112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005350785,0.00008057765,0.00006587813,0.01855884,0.00002630254,0.00005217793,0.00001606915,1.680862e-8,5.209828e-7,0.00333566,0.05848226,0.9193764],"study_design_scores_gemma":[0.00004238069,0.00009471631,0.0008087634,0.0678717,0.0001358325,0.00005641533,0.00002134191,2.599982e-7,5.056485e-7,0.0005960353,0.9298514,0.0005206803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009161341,0.9949788,3.732358e-7,0.001098599,0.0005563572,0.001178061,0.0001284329,0.00009691474,0.001870833],"genre_scores_gemma":[0.00001257031,0.997059,0.00009247685,0.000916991,0.0004599162,0.0002445525,0.0005695632,0.000004123075,0.0006408232],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9188557,"threshold_uncertainty_score":0.9994233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05731233544101677,"score_gpt":0.316505707165321,"score_spread":0.2591933717243042,"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."}}