{"id":"W4284700623","doi":"10.1086/720374","title":"2023 Announcement","year":2022,"lang":"en","type":"article","venue":"The Wordsworth Circle","topic":"Literature: history, themes, analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Queer; Romance; Romanticism; Art history; Convention; History; Session (web analytics); Media studies; Art; Law; Sociology; Literature; Political science; Gender studies; Advertising","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004746147,0.0001188833,0.0001570799,0.00008863222,0.001703021,0.0001354728,0.0004835608,0.00001357749,0.02423371],"category_scores_gemma":[0.000009795214,0.0001005294,0.0001425068,0.0001398829,0.0001769106,0.0001036818,0.0001712975,0.000308333,0.0003767176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000145827,"about_ca_system_score_gemma":0.00004461571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004188323,"about_ca_topic_score_gemma":0.001043145,"domain_scores_codex":[0.9986612,0.00012741,0.0002123023,0.0002305707,0.0004916524,0.0002768591],"domain_scores_gemma":[0.9991894,0.00004212442,0.0001042919,0.000559399,0.00005936795,0.00004539477],"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":[0.000079848,0.0003226868,0.0003093637,0.00002313296,0.0003924102,0.00003290371,0.1442786,0.0007837131,0.00008685594,0.1690937,0.6682342,0.01636245],"study_design_scores_gemma":[0.0001491487,0.000046742,0.0001751436,0.000003398245,0.00006109242,0.000002478636,0.004490801,0.0000757186,0.000004173206,0.001972754,0.9928678,0.000150808],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1294387,0.01228415,0.00006068894,0.008521486,0.007636728,0.0008188362,0.0004997096,0.0004683552,0.8402714],"genre_scores_gemma":[0.8656463,0.00001065212,0.000007102867,0.002170105,0.0007808218,0.0001035552,0.00006552447,0.00002225001,0.1311937],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7362076,"threshold_uncertainty_score":0.9995967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688620303731886,"score_gpt":0.1958408712628195,"score_spread":0.1789546682255006,"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."}}