{"id":"W4323317923","doi":"10.3390/land12030608","title":"The Governance of Land Use: A Conceptual Framework","year":2023,"lang":"en","type":"article","venue":"Land","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Incentive; Subsidy; Sustainable land management; Land use; Corporate governance; Land tenure; Conceptual framework; Business; Land degradation; Natural resource economics; Land management; Environmental resource management; Land development; Sustainable development; Environmental degradation; Environmental planning; Public economics; Economics; Agriculture; Finance; Geography; Political science","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":[0.0001009589,0.00004189664,0.00006343707,0.000002245536,0.00008192688,0.00002192279,0.0001395176,0.00003158074,0.0003033566],"category_scores_gemma":[0.00002419685,0.00002238524,0.00001882468,0.0001342135,0.00002843115,0.00007656172,0.00007913876,0.00004169983,0.0006412339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008017718,"about_ca_system_score_gemma":0.000002100751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001530177,"about_ca_topic_score_gemma":0.0059613,"domain_scores_codex":[0.9995523,0.00001562824,0.00008119748,0.00008473128,0.000136886,0.0001292468],"domain_scores_gemma":[0.9996015,0.0001805194,0.00004403462,0.0001470221,0.000002047425,0.00002481126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007742641,0.000003582905,0.9976115,0.000004006029,0.000004881912,0.000002527473,0.0002262517,0.0002616165,0.00002752517,0.0001343609,0.001330452,0.000385595],"study_design_scores_gemma":[0.0001203458,0.00001845206,0.9252979,0.00002289071,0.00000373688,0.000001092718,0.00004412445,0.000788398,0.00008400013,0.0006833686,0.07288469,0.00005100785],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982477,0.00007472544,0.000006169338,0.0002576006,0.0001210662,0.00004841805,0.00001566426,0.0000220933,0.00120654],"genre_scores_gemma":[0.9991942,0.0001886902,0.00002702045,0.00006403397,0.00004010868,0.000004367412,0.000002241914,0.000003993243,0.0004753265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07231356,"threshold_uncertainty_score":0.8241978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01314399354225607,"score_gpt":0.2202317764409336,"score_spread":0.2070877828986775,"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."}}