{"id":"W4295630609","doi":"10.1175/bams_1023_261-276_45beacon","title":"LETTER FROM HEADQUARTERS, OBITUARIES, IN MEMORIAM, MORE THAN A SCIENTIST, MEMBER SPOTLIGHT, CHAPTER SPOTLIGHT, CLEAR SKIES AHEAD, CERTIFICATIONS, SUPPORTING STUDENTS","year":2021,"lang":"en","type":"letter","venue":"Bulletin of the American Meteorological Society","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Certification; Management; Political science; Engineering; Operations research; Law; Economics","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001492339,0.0006377544,0.001176498,0.00004010142,0.0004859461,0.0001686737,0.001907481,0.0005061264,0.003120364],"category_scores_gemma":[0.0003307545,0.0004604828,0.0009253706,0.0005480428,0.003076582,0.00005812513,0.001553167,0.002104804,0.0002803644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003681792,"about_ca_system_score_gemma":0.00002779308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006103139,"about_ca_topic_score_gemma":0.00003844121,"domain_scores_codex":[0.9938619,0.0007730761,0.001191036,0.001424581,0.001707338,0.001042099],"domain_scores_gemma":[0.9964595,0.0007018857,0.001418041,0.001244294,0.00004329161,0.0001329645],"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":[0.0000495848,0.0001580401,0.04719707,0.00003155772,0.0001397928,0.00007103738,0.0014134,0.00005746376,0.0005338931,0.000007129891,0.9494117,0.0009293376],"study_design_scores_gemma":[0.0003317867,0.0001240791,0.108954,0.0001315144,0.0001382253,0.00001196249,0.0009165038,0.00005712998,0.000485993,0.0001800424,0.8880268,0.0006419262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5045016,0.0001004247,0.00004835125,0.4929875,0.001028714,0.0004838218,0.0001289891,0.00009522376,0.0006254102],"genre_scores_gemma":[0.3360139,0.0001284462,0.01825828,0.63244,0.005194747,0.0001892053,0.0003003875,0.0002136341,0.007261395],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1684877,"threshold_uncertainty_score":0.9997847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03021920316486153,"score_gpt":0.2758373381061749,"score_spread":0.2456181349413134,"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."}}