{"id":"W4247496256","doi":"10.1088/1755-1315/691/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Sustainable development; Natural resource; Political science; Environmental security; Czech; Library science; Sustainable management; Environmental planning; Engineering; Environmental protection; Geography; Sustainability; 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":[0.001425189,0.001023526,0.0007598422,0.002719987,0.002379214,0.004386291,0.001506163,0.001387917,0.5921231],"category_scores_gemma":[0.008513951,0.0003373702,0.000650059,0.002211455,0.0005927137,0.003292383,0.002433247,0.002854739,0.4110273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002005571,"about_ca_system_score_gemma":0.002506022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003855499,"about_ca_topic_score_gemma":0.003750965,"domain_scores_codex":[0.9989568,0.0001391838,0.00008131062,0.0002030031,0.0005095468,0.0001100463],"domain_scores_gemma":[0.9954777,0.0005529666,0.0001592104,0.0003553985,0.002766952,0.0006877389],"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":[0.00002212795,0.00001414956,0.00007508468,0.00008867317,0.000001348243,0.00003240696,0.00006021354,0.00004020699,0.00007980985,0.00233762,0.9656092,0.0316393],"study_design_scores_gemma":[0.000003035732,0.00001118049,0.0002042531,0.00009351879,9.464253e-7,0.00003759371,0.00007027986,0.00001531305,0.00004216641,0.0008990771,0.9986194,0.000003177576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001352043,0.007949089,0.004466248,0.02953239,0.1397925,0.0007200777,0.01902092,0.002059954,0.7951069],"genre_scores_gemma":[0.005568953,0.004831383,0.001952502,0.005498779,0.01587402,0.0003670045,0.01389692,0.0009102178,0.9511002],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4078769,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039763274732217,"score_gpt":0.2152894825565493,"score_spread":0.2048918498092272,"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."}}