{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001095509,0.0007704187,0.0006718225,0.0005724178,0.006422757,0.004271786,0.0009453496,0.0128898,0.1562956],"category_scores_gemma":[0.006292203,0.0005867181,0.0005546395,0.0004386397,0.0007356051,0.001818638,0.001171645,0.009723634,0.1401243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002777623,"about_ca_system_score_gemma":0.005346465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03979452,"about_ca_topic_score_gemma":0.08965327,"domain_scores_codex":[0.9987942,0.0001523517,0.00008191336,0.0001786215,0.0004492964,0.0003435597],"domain_scores_gemma":[0.9977069,0.0003972583,0.0001052049,0.0000742579,0.001168659,0.0005475954],"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":[0.00001503425,0.000008810843,0.00008360141,0.000005139245,6.28154e-7,0.00006200837,0.00001562758,0.000004347709,0.00003562465,0.000150776,0.9987219,0.000896509],"study_design_scores_gemma":[0.00003268775,0.00002603874,0.001477989,0.00006352296,0.000004249916,0.00007340029,0.0003218559,0.0001004403,0.000169255,0.0004342743,0.9972811,0.0000152602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002725679,0.001379985,0.0004358431,0.444426,0.06664307,0.0003147661,0.003205797,0.0008688809,0.4799998],"genre_scores_gemma":[0.003702919,0.0003400816,0.0001426202,0.09159603,0.004378858,0.00009356233,0.0005073901,0.0001444407,0.8990941],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1562956,"threshold_uncertainty_score":0.5228609,"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."}}