{"id":"W4367852628","doi":"10.1088/1755-1315/1169/1/011001","title":"Preface","year":2023,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Engineering; Engineering ethics; Subject (documents); Work (physics); Political science; Sociology; Management; Engineering management; Computer science; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001713659,0.001151405,0.0009047385,0.002449203,0.00324994,0.004823435,0.001779622,0.001800174,0.5364529],"category_scores_gemma":[0.009544116,0.000371221,0.0007180582,0.00209232,0.0008034314,0.003829028,0.002751156,0.00341551,0.3791075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002197463,"about_ca_system_score_gemma":0.003226679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003807067,"about_ca_topic_score_gemma":0.004003815,"domain_scores_codex":[0.9986953,0.0001904592,0.00009965582,0.0002783115,0.0005998471,0.0001364997],"domain_scores_gemma":[0.9954528,0.0006366943,0.0001593629,0.0003979868,0.002645753,0.0007073574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003340851,0.00001962966,0.0001037045,0.0001119237,0.000002258682,0.00005137184,0.0001170979,0.0000503827,0.0001091292,0.003962762,0.959371,0.03606723],"study_design_scores_gemma":[0.000003359266,0.00001319442,0.0001846237,0.00008586432,0.00000125378,0.0000521835,0.0001123644,0.00002028944,0.00005075139,0.001194612,0.9982775,0.000004075495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001978573,0.01091062,0.006200388,0.02968684,0.1353348,0.0008165002,0.0147046,0.002285722,0.7980819],"genre_scores_gemma":[0.007906253,0.00649689,0.003211325,0.007527854,0.01675746,0.0004506577,0.01510846,0.001017584,0.9415236],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5364529,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01218927693569625,"score_gpt":0.1973306602274719,"score_spread":0.1851413832917757,"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."}}