{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001446195,0.001210712,0.0009275586,0.002622921,0.002750999,0.005402166,0.001783009,0.001789306,0.6277982],"category_scores_gemma":[0.008619459,0.0004058045,0.000796925,0.002380478,0.0007256652,0.003938296,0.002878756,0.003138695,0.4674833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00228267,"about_ca_system_score_gemma":0.003075351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003973002,"about_ca_topic_score_gemma":0.003784855,"domain_scores_codex":[0.9987462,0.0001764283,0.0001037741,0.0002720806,0.0005618054,0.0001396434],"domain_scores_gemma":[0.9954997,0.0005597685,0.0001757706,0.0003987316,0.002649178,0.0007168683],"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":[0.0000323978,0.00002084773,0.0001109897,0.0001296175,0.000002250825,0.00005415675,0.00008471285,0.00005621242,0.0001116653,0.003203529,0.9591951,0.03699844],"study_design_scores_gemma":[0.000004083015,0.00001322231,0.000221369,0.0001109026,0.000001403455,0.00005506197,0.00009365893,0.00002157085,0.00005972943,0.001101651,0.998313,0.000004430744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001709782,0.0087976,0.005779614,0.02659744,0.1039044,0.0007328799,0.02014728,0.002984728,0.8293464],"genre_scores_gemma":[0.007032278,0.005189512,0.002417466,0.006047259,0.01214764,0.000371856,0.0165637,0.001214223,0.949016],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3722018,"threshold_uncertainty_score":0,"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."}}