{"id":"W4380538111","doi":"10.17159/1727-3781/2023/v26i0a15441","title":"Other Effective Area-Based Conservation Measures, Biodiversity Stewardship and Statutory Intervention – A South African Perspective","year":2023,"lang":"en","type":"article","venue":"Potchefstroom Electronic Law Journal/Potchefstroomse Elektroniese Regsblad","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Convention on Biological Diversity; Stewardship (theology); Statutory law; Biodiversity; Environmental resource management; Intervention (counseling); Protected area; Environmental planning; Business; Conservation biology; Political science; Geography; Law; Politics; Ecology; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002357288,0.0006674099,0.0005699725,0.0003105181,0.001111863,0.0002965064,0.0005604879,0.0002328505,0.000691039],"category_scores_gemma":[0.0001905792,0.0006513373,0.0003869314,0.0009328338,0.0008322988,0.0008450139,0.000415123,0.001192322,0.0004960384],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004322131,"about_ca_system_score_gemma":0.0001190977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005040847,"about_ca_topic_score_gemma":0.008057079,"domain_scores_codex":[0.9947296,0.0007525278,0.0006996219,0.001033936,0.001216294,0.001568003],"domain_scores_gemma":[0.9979607,0.0002244873,0.0006590175,0.0005913559,0.0000923031,0.0004720935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01304708,0.005565317,0.5421014,0.0007214065,0.008873819,0.001030838,0.03227168,0.03239158,0.04009808,0.09600683,0.1239824,0.1039095],"study_design_scores_gemma":[0.02441544,0.006733571,0.2033224,0.0004593385,0.001791971,0.0003138892,0.05221114,0.01121357,0.009455028,0.03046149,0.6546783,0.004943864],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707707,0.001123006,0.008041713,0.01037489,0.0003368721,0.002106741,0.00009736171,0.0007001357,0.00644863],"genre_scores_gemma":[0.9966061,0.0002165949,0.0003067276,0.001672199,0.00009118995,0.0001508557,0.00005585176,0.00007566639,0.0008248593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5306959,"threshold_uncertainty_score":0.9995938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306700651238843,"score_gpt":0.2218783304520638,"score_spread":0.2088113239396754,"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."}}