{"id":"W2969233575","doi":"","title":"Land Degradation : IPCC Special Report on Climate Change, Desertification, Land 5 Degradation, Sustainable Land Management, Food Security, and 6 Greenhouse gas fluxes in Terrestrial Ecosystems","year":2019,"lang":"en","type":"article","venue":"Lund University Publications (Lund University)","topic":"Climate Change and Environmental Impact","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Forest Service","funders":"","keywords":"Desertification; Land degradation; Environmental science; Climate change; Greenhouse gas; Land management; Land use; Land use, land-use change and forestry; Sustainable land management; Ecosystem; Environmental degradation; Environmental resource management; Ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002586106,0.0002207733,0.0002068268,0.0006097581,0.0004904877,0.0001372776,0.0003616296,0.0001339701,0.0005161151],"category_scores_gemma":[0.0000166906,0.0002582111,0.00005900109,0.001070499,0.0001156095,0.00170605,0.0004041354,0.0001541771,0.0001501637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008593373,"about_ca_system_score_gemma":0.00001710832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002627115,"about_ca_topic_score_gemma":0.01837338,"domain_scores_codex":[0.9983378,0.0001131497,0.0002045713,0.0006118254,0.0002827988,0.000449834],"domain_scores_gemma":[0.9990225,0.00005983463,0.000210291,0.0004988535,0.00001790163,0.000190603],"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":[0.0002564723,0.0004690153,0.9601771,0.0000587937,0.00005449007,0.0001456678,0.0007976887,0.0000859947,0.00003679752,0.03504896,0.00195886,0.0009101895],"study_design_scores_gemma":[0.002124611,0.0002083763,0.1603596,0.00003493526,0.00008063612,0.00002751839,0.00337188,0.0004149287,0.00001985539,0.0002899442,0.8326985,0.0003692311],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7006281,0.000008165056,0.00002870455,0.0006664657,0.00008862941,0.000712068,0.0000666249,0.00006053706,0.2977407],"genre_scores_gemma":[0.7732512,0.001467647,0.0002122391,0.0001088761,0.0002967237,0.00000565176,0.001823739,0.00004933,0.2227846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8307397,"threshold_uncertainty_score":0.999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325999202760409,"score_gpt":0.2081681992508357,"score_spread":0.1849082072232316,"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."}}