{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001235271,0.001246327,0.000657086,0.001666214,0.002418371,0.005740757,0.002307712,0.003601332,0.5648495],"category_scores_gemma":[0.005124444,0.0003853391,0.0008942219,0.001341284,0.0009108992,0.004187256,0.003606823,0.003108005,0.3734679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00285721,"about_ca_system_score_gemma":0.003690918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004371876,"about_ca_topic_score_gemma":0.004227252,"domain_scores_codex":[0.9982234,0.0001985749,0.00009976292,0.0004233952,0.0008082496,0.0002466657],"domain_scores_gemma":[0.9976166,0.0002571266,0.00009677458,0.000221697,0.001316664,0.0004910791],"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":[0.0000390526,0.00004674172,0.0003809347,0.0002131845,0.000003987268,0.0002021819,0.0002092099,0.0001103692,0.0002502931,0.009790578,0.8941005,0.09465301],"study_design_scores_gemma":[0.000003910131,0.00001427634,0.0002909843,0.0001345811,0.000001555862,0.0001519248,0.0001212933,0.00003298889,0.00007390539,0.001574253,0.997595,0.000005341714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001553445,0.006484928,0.005283307,0.02642608,0.02725001,0.0004077662,0.005609273,0.002105253,0.9248799],"genre_scores_gemma":[0.0113131,0.005788225,0.00323838,0.01114294,0.006981153,0.0003118895,0.006611829,0.0008231886,0.9537894],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4351505,"threshold_uncertainty_score":0.6206894,"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."}}