{"id":"W4283370832","doi":"10.1088/1755-1315/1044/1/011001","title":"PREFACE","year":2022,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Graduation (instrument); Publication; Engineering; Political science; Public relations; Engineering management; Law","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004854465,0.0001370771,0.0001044771,0.0000307273,0.001596973,0.00008351423,0.0003740466,0.00001837174,0.005173483],"category_scores_gemma":[0.00001857421,0.0001363772,0.00002285969,0.0002440025,0.001725068,0.0006226276,0.001240945,0.000189776,0.0001063363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109146,"about_ca_system_score_gemma":0.00002000972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001407674,"about_ca_topic_score_gemma":0.00001263699,"domain_scores_codex":[0.9982191,0.00004832469,0.0001496185,0.0004808129,0.000664881,0.0004372355],"domain_scores_gemma":[0.9994783,0.00001638522,0.00006386152,0.0002249469,0.00000137334,0.000215073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00009283039,0.0001859188,0.07958162,0.000009827881,0.000007188336,0.00002864003,0.00632551,0.003512237,0.7066216,0.001313812,0.0002516231,0.2020692],"study_design_scores_gemma":[0.0006657034,0.001195753,0.6694483,0.00001305069,0.00001795328,0.0003800588,0.01549729,0.004928933,0.144903,0.001157667,0.1606342,0.00115806],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98889,0.00003458213,0.00003866516,0.0002347178,0.000180367,0.0001146135,0.00002203063,0.0000437304,0.01044132],"genre_scores_gemma":[0.9954375,0.00003031251,0.0007696374,0.0001174619,0.0000217102,0.00002429304,0.000005344162,0.000007189054,0.003586522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5898666,"threshold_uncertainty_score":0.9997028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092896046624857,"score_gpt":0.2169985664566501,"score_spread":0.1960696059904015,"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."}}