{"id":"W4231171947","doi":"10.1088/1755-1315/726/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Advanced Technologies in Various Fields","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Desertification; Natural resource; Water resources; Environmental planning; Sustainable development; Sustainability; Resource (disambiguation); Human resources; Political science; Business; Environmental resource management; Environmental protection; Geography; Environmental science; 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":[0.001421918,0.001094551,0.0007312229,0.002370831,0.003133829,0.004128971,0.001665675,0.001556621,0.5410994],"category_scores_gemma":[0.008302191,0.0003545604,0.0006124165,0.002052403,0.0008012849,0.003497353,0.002650113,0.003040332,0.3817528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001954954,"about_ca_system_score_gemma":0.002951737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004380236,"about_ca_topic_score_gemma":0.004478826,"domain_scores_codex":[0.9989134,0.0001622788,0.00008751899,0.0002374215,0.0004801602,0.000119219],"domain_scores_gemma":[0.996524,0.0004991741,0.0001290171,0.0003418832,0.002004315,0.000501595],"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":[0.00004000743,0.00002060988,0.0001641575,0.0001339571,0.00000253222,0.00008380973,0.0001771121,0.00006321007,0.000152654,0.006129113,0.9495059,0.04352704],"study_design_scores_gemma":[0.000003016665,0.00001158532,0.0002350573,0.00007363757,0.000001050615,0.00006857927,0.0001257263,0.0000212565,0.00005461868,0.001281132,0.9981206,0.000003666164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.00217387,0.008359483,0.006069648,0.01906853,0.08360668,0.0006572306,0.01512923,0.001971216,0.862964],"genre_scores_gemma":[0.007981614,0.004497037,0.002786111,0.004870263,0.009075412,0.0003351072,0.01397614,0.0008650676,0.9556133],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4589006,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112161351966438,"score_gpt":0.2080514559365586,"score_spread":0.1968353207399148,"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."}}