{"id":"W4399828167","doi":"10.32920/26052547","title":"Land Value Capture and Climate Change: An Assessment Framework","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Land Rights and Reforms","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Climate change; Value (mathematics); Environmental science; Environmental resource management; Natural resource economics; Environmental planning; Economics; Computer science; Geology; Oceanography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006707278,0.001616992,0.0007436813,0.008962978,0.002365764,0.00955346,0.002451772,0.003617725,0.008703054],"category_scores_gemma":[0.005629526,0.0005532061,0.001488203,0.006450196,0.004989579,0.009131451,0.005500099,0.002314382,0.001122338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01297813,"about_ca_system_score_gemma":0.01020186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05069383,"about_ca_topic_score_gemma":0.04420199,"domain_scores_codex":[0.9956404,0.002340143,0.0002234707,0.0003125214,0.001103996,0.0003793766],"domain_scores_gemma":[0.9973839,0.001173255,0.0002088578,0.0000982522,0.0009012754,0.0002343911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008579483,0.0000791489,0.002472072,0.0001543554,0.00003323113,0.0001719238,0.0006154281,0.04060071,0.0001239742,0.9315594,0.003782791,0.02039836],"study_design_scores_gemma":[0.00001633445,0.0001283898,0.004061475,0.0007162836,0.00006264609,0.0002305992,0.004746434,0.1443485,0.0003108214,0.741742,0.1035521,0.00008445725],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02720824,0.005875309,0.3993761,0.02771942,0.0002423042,0.001914821,0.00275625,0.0003426735,0.534565],"genre_scores_gemma":[0.668015,0.008219812,0.2815686,0.001245364,0.0002759784,0.003081413,0.001388331,0.0001071379,0.03609828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05069383,"threshold_uncertainty_score":0.1007975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02904918542142887,"score_gpt":0.2974566910561465,"score_spread":0.2684075056347176,"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."}}