{"id":"W4404552232","doi":"10.1163/17087384-bja10099","title":"Regulating Land in Rural Africa: An Institutional, Vulnerability Perspective","year":2024,"lang":"en","type":"article","venue":"African Journal of Legal Studies","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vulnerability (computing); Scholarship; Cognitive reframing; Poverty; Rural poverty; Political science; Natural resource; Development economics; Economic growth; Psychological resilience; Urbanization; Economic system; Economics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005883572,0.0001605891,0.0003170151,0.00003540042,0.0002180343,0.0001044916,0.0001910301,0.00004501116,0.00002498221],"category_scores_gemma":[0.0002128692,0.00004998735,0.0001104767,0.0005925016,0.0001279716,0.0005379654,0.00007270344,0.0002949876,0.000004918217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003398546,"about_ca_system_score_gemma":0.00004106168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002567126,"about_ca_topic_score_gemma":0.0009761149,"domain_scores_codex":[0.9986809,0.0001267209,0.0004188766,0.0001868842,0.000342183,0.0002444308],"domain_scores_gemma":[0.9992225,0.0002284312,0.0001184622,0.00002884817,0.0003071605,0.00009460356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001172357,0.001718458,0.4180309,0.0002176145,0.001874286,0.002282298,0.09466851,0.001236089,0.01314774,0.2157299,0.01649342,0.2334284],"study_design_scores_gemma":[0.0003870574,0.001035979,0.8405727,0.0004693945,0.00006174263,0.0003432218,0.09003251,0.00008813898,0.0003027271,0.04134702,0.02487381,0.0004856671],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885797,0.007309606,0.000002641181,0.002217108,0.0003189717,0.0000908931,0.00001044131,0.00002830907,0.001442356],"genre_scores_gemma":[0.9988906,0.0001735887,0.0002140156,0.0000288964,0.0005202001,0.000005782134,0.000002615042,8.981154e-7,0.0001634089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4225418,"threshold_uncertainty_score":0.2038425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04094389951247418,"score_gpt":0.284625936783482,"score_spread":0.2436820372710078,"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."}}