{"id":"W4296676850","doi":"10.1175/bams_1024_357-376_45beacon","title":"LETTER FROM HEADQUARTERS, OBITUARIES, MORE THAN A SCIENTIST, MEMBER SPOTLIGHT, LIGHTNING ROUND, CHAPTER SPOTLIGHT, CONVERSATIONS, LIVING ON THE REAL WORLD with William H. Hooke, STUDENT AWARDS, AMS STATEMENT","year":2021,"lang":"en","type":"letter","venue":"Bulletin of the American Meteorological Society","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Statement (logic); Lightning (connector); Meteorology; History; Management; Operations research; Art history; Engineering; Political science; Geography; Law; Physics; 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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.001567173,0.0008109118,0.001189265,0.00007553372,0.001532174,0.001107862,0.001712436,0.0002862159,0.004125552],"category_scores_gemma":[0.0001359321,0.0004199806,0.0008918262,0.0002191798,0.003621714,0.0001103614,0.0006774044,0.003417406,0.00005662728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002979017,"about_ca_system_score_gemma":0.0001076931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007042322,"about_ca_topic_score_gemma":0.0004064325,"domain_scores_codex":[0.9941298,0.0009235299,0.0009654795,0.001168064,0.001846883,0.0009662209],"domain_scores_gemma":[0.9944711,0.002406535,0.001644009,0.001083997,0.000274084,0.0001202796],"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":[0.00004332465,0.00008989056,0.002410933,0.00003622304,0.0006894051,0.00003959308,0.01222919,0.00001723536,0.00001149971,0.002489503,0.9818049,0.0001382799],"study_design_scores_gemma":[0.0002595977,0.0002397785,0.003380471,0.0005531851,0.0003368205,0.000003474636,0.009366456,0.00001474088,0.00002377851,0.0001246911,0.985092,0.0006049877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1212038,0.0003101196,0.00003694936,0.8660151,0.0008991552,0.0007579888,0.0004149543,0.0001876517,0.01017428],"genre_scores_gemma":[0.1536962,0.0002434701,0.0009549588,0.8159679,0.007492608,0.0001697531,0.0002463221,0.0001441701,0.02108458],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05004717,"threshold_uncertainty_score":0.9999291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03110079398106352,"score_gpt":0.2429250446656177,"score_spread":0.2118242506845541,"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."}}