{"id":"W2179669616","doi":"10.3390/land4041060","title":"Changing Livelihoods and Landscapes in the Rural Eastern Cape, South Africa: Past Influences and Future Trajectories","year":2015,"lang":"en","type":"article","venue":"Land","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Livelihood; Diversification (marketing strategy); Geography; Citizen journalism; Context (archaeology); Agriculture; Cape; Food security; Work (physics); Economic growth; Development economics; Environmental planning; Business; Political science; Economics; Engineering","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":[0.0002238841,0.00008397203,0.00008596151,0.0000114313,0.000139123,0.0001765482,0.00008152176,0.00004592389,0.00001237047],"category_scores_gemma":[0.00001453222,0.00002152767,0.00001005016,0.0003420468,0.00002825716,0.0002337996,0.00003335037,0.0000867604,0.000002339135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002386724,"about_ca_system_score_gemma":0.000002095715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002326178,"about_ca_topic_score_gemma":0.001745713,"domain_scores_codex":[0.999498,0.00005439886,0.00009235594,0.0001041013,0.0001051301,0.0001460814],"domain_scores_gemma":[0.9997593,0.00009597849,0.00005228992,0.00001986167,0.00003580266,0.00003680174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001769587,0.00001316116,0.9702511,0.000004395818,0.000005867079,0.000003183357,0.01577138,7.323058e-7,0.0003092851,0.0001376089,0.00009666041,0.01338895],"study_design_scores_gemma":[0.0001233863,0.00009944116,0.9106721,0.00001056066,0.000007534523,0.00001865801,0.06917978,0.00001771101,0.00000578759,0.0002027244,0.01956397,0.00009834746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994829,0.001249533,1.731957e-7,0.003177626,0.00005560264,0.00007941559,0.00001304905,0.00001231767,0.000583312],"genre_scores_gemma":[0.9990286,0.0000756643,0.00001820928,0.0001169847,0.0006658484,0.000008907487,0.00001567948,3.317196e-7,0.00006973017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05957898,"threshold_uncertainty_score":0.1702458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02961477938738303,"score_gpt":0.2284528620149548,"score_spread":0.1988380826275718,"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."}}