{"id":"W4382044675","doi":"10.1353/aza.2023.a900464","title":"Introduction","year":2023,"lang":"en","type":"article","venue":"Azalea","topic":"Educational Systems and Policies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Musical; Competition (biology); Intangible cultural heritage; Cultural heritage; Media studies; Sociology; Political science; Visual arts; Art; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009121374,0.00002205928,0.00002516454,0.00004172324,0.00005048971,0.00003231311,0.0001463815,0.000009948429,0.00002227016],"category_scores_gemma":[0.00001530336,0.00001953055,0.0000118207,0.000315732,0.000006970433,0.0001121813,0.00003243558,0.00001907816,0.002521297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007149627,"about_ca_system_score_gemma":0.00001503054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006516475,"about_ca_topic_score_gemma":0.000003699177,"domain_scores_codex":[0.9997235,0.00000993266,0.00004452633,0.00007999487,0.00006787758,0.00007419108],"domain_scores_gemma":[0.9997736,0.00001917998,0.00001195399,0.000160035,0.00001692699,0.00001830666],"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":[6.822503e-8,0.000003701171,0.000688413,0.000002056771,0.000001882973,4.129941e-7,0.0009939837,0.00003061052,0.0003908565,0.4297874,0.5641105,0.003990079],"study_design_scores_gemma":[0.00001946969,0.000007491319,0.06560946,0.000001535309,3.509851e-7,0.000006177323,0.00003817683,0.0004617116,0.0004032948,0.004853589,0.9285588,0.00003999348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6123123,0.0002070776,0.02711881,0.3089887,0.01106301,0.0001979368,0.000002544725,0.00165825,0.0384513],"genre_scores_gemma":[0.9656395,0.00001447909,0.001276165,0.0004025006,0.002749419,0.00001464183,0.000005255601,0.000003682352,0.0298944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4249339,"threshold_uncertainty_score":0.9982554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848089126064604,"score_gpt":0.2682819952116023,"score_spread":0.2498011039509563,"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."}}