{"id":"W4246890459","doi":"10.1088/1755-1315/356/1/011001","title":"Preface","year":2019,"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":"China; Vocational education; Beijing; Engineering; Sustainability; Nexus (standard); Political science; Library science; Sociology; Civil engineering; Ecology; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00167721,0.001149024,0.0008768372,0.002503145,0.003422353,0.00496851,0.002018121,0.002108218,0.5324213],"category_scores_gemma":[0.01101335,0.0004045332,0.0007700986,0.002262625,0.0009540675,0.004224894,0.003058221,0.003573311,0.365448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002480431,"about_ca_system_score_gemma":0.003338143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004254844,"about_ca_topic_score_gemma":0.004347133,"domain_scores_codex":[0.99841,0.0002315047,0.000133251,0.0003317693,0.0007203443,0.0001730722],"domain_scores_gemma":[0.9951046,0.0007344349,0.0001996565,0.0005101208,0.00272447,0.0007267596],"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":[0.00003352586,0.0000183589,0.0001684365,0.0001412487,0.00000314003,0.00007198537,0.0001648488,0.00006837065,0.0001272265,0.006139464,0.9527225,0.040341],"study_design_scores_gemma":[0.000003047242,0.00001163806,0.0001985454,0.00009565091,0.000001398243,0.00006980507,0.0001322814,0.0000236965,0.00005496737,0.001694953,0.9977094,0.000004671201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00201201,0.01103743,0.007500085,0.03489603,0.105043,0.0006378145,0.0160268,0.002547426,0.8202994],"genre_scores_gemma":[0.009915285,0.007192281,0.003904997,0.009897268,0.01535152,0.0004605979,0.01617698,0.001269318,0.9358317],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4675787,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007412111096348354,"score_gpt":0.180881364268494,"score_spread":0.1734692531721456,"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."}}