{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005641531,0.0005390443,0.0007280993,0.0008299308,0.003349436,0.00482473,0.001170903,0.00698219,0.08582893],"category_scores_gemma":[0.03416039,0.0003366603,0.0006519939,0.000560803,0.001221793,0.00309071,0.003542756,0.01691362,0.03102645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002195694,"about_ca_system_score_gemma":0.01149796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005524743,"about_ca_topic_score_gemma":0.01201247,"domain_scores_codex":[0.9959913,0.0007806095,0.0001565119,0.0007698537,0.001596773,0.0007049321],"domain_scores_gemma":[0.9767665,0.002074861,0.0006198984,0.0009553747,0.01129335,0.008290008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002221144,0.000008721774,0.0001503861,0.00001635258,0.000001747077,0.00003361621,0.00003120588,0.000004693025,0.00001786154,0.002291509,0.9896823,0.007739475],"study_design_scores_gemma":[0.00001846059,0.00001761945,0.0002789002,0.00009517804,0.000004774544,0.0001542631,0.0002677311,0.00001567283,0.00003961845,0.001262665,0.9978381,0.000007027998],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0004388321,0.007631146,0.0004485869,0.7283164,0.2234412,0.00005328425,0.0006074065,0.00006659648,0.03899659],"genre_scores_gemma":[0.01074226,0.01245619,0.001295037,0.4899212,0.06438231,0.0002413022,0.000742076,0.0002107041,0.4200089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08582893,"threshold_uncertainty_score":0.2871264,"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."}}