{"id":"W3187244711","doi":"10.1126/science.373.6555.612","title":"The air investigator","year":2021,"lang":"en","type":"article","venue":"Science","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Pandemic; Air quality index; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Connection (principal bundle); Human health; Environmental science; History; Meteorology; Aeronautics; Environmental health; Geography; Engineering; Virology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007925591,0.00003876232,0.00002923076,0.000005004963,0.0009025767,0.00006261352,0.0003236296,0.00001053501,0.00007553806],"category_scores_gemma":[0.001039287,0.00002584208,0.00001502231,0.0005647769,0.001344364,0.0001662481,0.0002836809,0.00006281567,0.0003949952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006769813,"about_ca_system_score_gemma":0.0000782772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000201519,"about_ca_topic_score_gemma":0.00001068059,"domain_scores_codex":[0.9990976,0.00002414713,0.00007325718,0.0001974797,0.0003723789,0.000235101],"domain_scores_gemma":[0.9995213,0.00006500621,0.00002350101,0.0002342463,0.00001082489,0.0001451301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004583944,0.00006402689,0.3535068,0.000009412952,0.000004405472,0.00004222364,0.002979805,0.001967309,0.2773347,0.008300166,0.01074849,0.3450381],"study_design_scores_gemma":[0.00008071311,0.00002317753,0.2486147,0.00001452664,0.000002728471,0.00002941039,0.0008427292,0.002384965,0.168869,0.006043127,0.5729002,0.0001946049],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721437,0.0001176115,0.000143451,0.00493523,0.0006142495,0.00002982392,4.461392e-7,0.00004286953,0.02197269],"genre_scores_gemma":[0.9944142,0.00001318303,0.001940033,0.000508853,0.00006129875,0.000002947034,1.128631e-7,0.000002798332,0.003056596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5621518,"threshold_uncertainty_score":0.6941982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709905112514944,"score_gpt":0.2533397546468221,"score_spread":0.2362407035216727,"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."}}