{"id":"W2146056012","doi":"10.4103/0972-4923.49216","title":"Seeking Social Equity in National Parks: Experiments with Evaluation in Canada and South Africa","year":2008,"lang":"en","type":"article","venue":"Conservation and Society","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"South African National Parks","keywords":"Equity (law); Social equality; Geography; Political science; Economic growth; Regional science; Development economics; Environmental resource management; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003372554,0.00006539802,0.0000690645,0.00001561594,0.0002506901,0.00001506488,0.00004210618,0.00002967241,0.00008517176],"category_scores_gemma":[0.00001489268,0.00006295209,0.00001101072,0.0001726461,0.0001132425,0.0001043322,0.0001040815,0.00005453918,0.000001003763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006407313,"about_ca_system_score_gemma":0.0001677546,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2126731,"about_ca_topic_score_gemma":0.3914359,"domain_scores_codex":[0.9991418,0.00004604181,0.000110699,0.0001705606,0.0004170758,0.0001138902],"domain_scores_gemma":[0.999844,0.00002364466,0.0000495503,0.00003376721,0.00002032479,0.00002875048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007420592,0.00001204572,0.9799486,0.000004830925,0.000004731973,8.644973e-7,0.01852251,0.0001057866,0.00004986791,0.000007048599,0.0009465293,0.0003896968],"study_design_scores_gemma":[0.0007276104,0.000006191173,0.9733495,0.000005654873,0.000004134364,5.34011e-7,0.005815296,0.01892477,0.000006245464,0.00004221163,0.001037313,0.00008053021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969928,0.00002866414,0.00003200601,0.0006213017,0.00001516143,0.0001751303,0.000003337916,0.000005275141,0.002126371],"genre_scores_gemma":[0.9988503,0.00001474518,0.0001713725,0.0008292141,0.000007782417,0.00001344241,0.00001083194,0.000002193733,0.0001000449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1787629,"threshold_uncertainty_score":0.7925698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06504063214713295,"score_gpt":0.2557648714694624,"score_spread":0.1907242393223294,"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."}}