{"id":"W4403947665","doi":"10.3390/land13111795","title":"Land Stewardship and Development Behaviors Under an Ecological-Impact-Weighted Land Value Tax Scheme: A Proof-of-Concept Agent-Based Model","year":2024,"lang":"en","type":"article","venue":"Land","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Stewardship (theology); Environmental resource management; Scheme (mathematics); Value (mathematics); Land development; Land management; Land use; Geography; Business; Ecology; Computer science; Environmental science; Mathematics; Political science; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001223509,0.0007036328,0.00104809,0.0004671396,0.0006276889,0.001663411,0.002025672,0.002415925,0.01159264],"category_scores_gemma":[0.002965938,0.0004601425,0.0008317945,0.0004826597,0.001558303,0.001839915,0.001433274,0.001467732,0.0006368582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002334121,"about_ca_system_score_gemma":0.00250749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02399575,"about_ca_topic_score_gemma":0.01310883,"domain_scores_codex":[0.9997076,0.0001189013,0.00001001229,0.00005776347,0.00002989929,0.00007568761],"domain_scores_gemma":[0.9982364,0.00103575,0.0003186803,0.00006326944,0.0001423716,0.0002035068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009505339,0.0001554466,0.001909085,0.00004449331,0.00002366224,0.0001317266,0.00007812089,0.9199091,0.0004142175,0.07340133,0.0009629297,0.00287485],"study_design_scores_gemma":[0.00008342646,0.00004671181,0.0003522831,0.000006824343,0.00001508962,0.00001420977,0.00003951546,0.988299,0.00004090387,0.01046846,0.0006240352,0.000009441036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6370509,0.0006300843,0.2883166,0.006502074,0.0001559218,0.0004712704,0.001886986,0.0002737908,0.06471243],"genre_scores_gemma":[0.9642002,0.000328025,0.01904757,0.0001559235,0.00003039551,0.0002685154,0.0001512452,0.00002065197,0.01579757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02399575,"threshold_uncertainty_score":0.04771215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1014016125905422,"score_gpt":0.2610371219927122,"score_spread":0.15963550940217,"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."}}