{"id":"W3001397448","doi":"","title":"ELD Initiative: Practitioner’s Guide. Principles of economic valuation for sustainable land management based on the Massive Open Online Course „The Economics of Land Degradation“.","year":2014,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hungarian Social, Economic and Educational Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Valuation (finance); Land degradation; Land management; Business; Environmental economics; Sustainable land management; Natural resource economics; Environmental resource management; Economics; Environmental planning; Land use; Environmental science; Accounting; Engineering; Civil engineering","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":[0.01086157,0.0001670269,0.0003153382,0.00007707786,0.0009707987,0.000269067,0.001184573,0.000125678,0.0001258477],"category_scores_gemma":[0.002008776,0.0001405687,0.0001369615,0.00009091812,0.0004961238,0.0001576083,0.0005425221,0.0001782213,0.000005962119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004139896,"about_ca_system_score_gemma":0.001447465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004910898,"about_ca_topic_score_gemma":0.01273682,"domain_scores_codex":[0.9959385,0.002730644,0.0005885054,0.0003562371,0.0001684941,0.000217572],"domain_scores_gemma":[0.9915794,0.004720586,0.001397697,0.0007442272,0.001504057,0.00005410137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002086231,0.0003930926,0.003388969,0.0001116624,0.0001875594,8.941679e-8,0.01044494,0.007152908,6.909594e-7,0.9718015,0.004614356,0.001883418],"study_design_scores_gemma":[0.003200284,0.00001045742,0.05865591,0.001807833,0.0007868272,4.958243e-7,0.07586557,0.1086501,0.001260605,0.2170155,0.5315717,0.001174758],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1856515,0.0003652769,0.04965423,0.3051882,0.0007200567,0.007649444,0.0009506642,0.00007246625,0.4497481],"genre_scores_gemma":[0.966756,0.000788759,0.01027803,0.0004199786,0.0001254,0.0004778302,0.0009978028,0.00003023705,0.0201259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7811045,"threshold_uncertainty_score":0.7466697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06476090513071445,"score_gpt":0.3295614214264802,"score_spread":0.2648005162957657,"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."}}