{"id":"W4232806057","doi":"10.1088/1755-1315/724/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"COVID-19 impact on air quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Geography; Flood myth; Outbreak; Greenhouse gas; Global warming; Gratitude; Extreme weather; Socioeconomics; Ecology; Sociology; Archaeology; Biology","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":[0.001388324,0.0009156234,0.000657517,0.001722591,0.002679965,0.004541608,0.001629599,0.001900947,0.5530111],"category_scores_gemma":[0.005942793,0.0003054558,0.0006141859,0.001570572,0.0007145092,0.003439552,0.002857888,0.002774965,0.3566824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002101168,"about_ca_system_score_gemma":0.003420465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004229727,"about_ca_topic_score_gemma":0.004492458,"domain_scores_codex":[0.9988763,0.0001457476,0.00008323348,0.0002431575,0.0004935187,0.0001579727],"domain_scores_gemma":[0.9972062,0.0002901087,0.0001056605,0.0003024849,0.00147257,0.0006229774],"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":[0.00003499648,0.00002106684,0.0002227285,0.0001339932,0.000003081957,0.00009767468,0.0001567412,0.00005886626,0.0001822346,0.008683125,0.9422911,0.04811448],"study_design_scores_gemma":[0.000002565285,0.000009458226,0.0002579927,0.00006709513,0.000001020488,0.00006317948,0.00009397416,0.00002114327,0.00005214258,0.001110508,0.9983181,0.000002813333],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001698224,0.005832378,0.003801673,0.01982491,0.07884078,0.0004230807,0.009620273,0.001163098,0.8787954],"genre_scores_gemma":[0.007444829,0.003650115,0.001888334,0.004590788,0.009017574,0.0002172032,0.00786496,0.0006114553,0.9647147],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4469889,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0225634192456773,"score_gpt":0.2519617127802281,"score_spread":0.2293982935345508,"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."}}