{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001749663,0.00008707415,0.00008705795,0.00001752547,0.0008151267,0.0002438076,0.0002048702,0.00004376784,0.001416146],"category_scores_gemma":[0.00004720649,0.0000805805,0.00001821988,0.0001768949,0.002348978,0.001114704,0.0001400144,0.00008655025,0.00004271658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003085524,"about_ca_system_score_gemma":0.000245968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002126541,"about_ca_topic_score_gemma":0.0006092825,"domain_scores_codex":[0.9987726,0.00003341873,0.00008840278,0.0003084831,0.0004305779,0.0003664869],"domain_scores_gemma":[0.9995839,0.000009002773,0.00003627143,0.0001474106,0.00001608868,0.000207299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003050746,0.00006694748,0.02431623,0.00001417023,0.00001030379,0.0000652663,0.02943786,0.00001662427,0.7590752,0.08632217,0.0003868785,0.1002579],"study_design_scores_gemma":[0.0001984963,0.00007004253,0.2761742,0.00002022483,0.000006149289,0.00002934537,0.01939308,0.00001841676,0.352245,0.002150285,0.3493862,0.0003085983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95572,0.0001646564,0.00001538621,0.001014325,0.0001785861,0.00005915172,0.00001649616,0.00002227467,0.04280912],"genre_scores_gemma":[0.9895133,0.001136366,0.0005332819,0.0002496446,0.00005964602,0.000002545026,0.000003990394,0.000002981978,0.008498296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4068302,"threshold_uncertainty_score":0.9994967,"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."}}