{"id":"W4327795376","doi":"10.1007/978-981-19-8547-8_1","title":"Introduction: Emerging Arts-Based Educational Research","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in arts-based educational research","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"The arts; Race (biology); Identity (music); Sociology; Library science; Visual arts; Pedagogy; Gender studies; Art; Aesthetics; Computer science","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","research_integrity","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.006919146,0.0006321861,0.0006912629,0.004154048,0.003425975,0.0003954223,0.0008486048,0.0002495187,0.06963445],"category_scores_gemma":[0.004739278,0.0006417424,0.0002435886,0.0005220108,0.004196622,0.0002496391,0.0004013166,0.00250615,0.01502022],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003034711,"about_ca_system_score_gemma":0.01135011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001587671,"about_ca_topic_score_gemma":0.002739773,"domain_scores_codex":[0.9914481,0.000369792,0.001250328,0.0015625,0.003934154,0.001435118],"domain_scores_gemma":[0.9829049,0.009004833,0.0002474127,0.001070801,0.00641672,0.0003553951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000513237,0.0002467872,0.00008287733,0.0002337347,0.0001013629,0.000003273726,0.007923369,0.00006356278,0.000001543128,0.5039469,0.4867817,0.0005635021],"study_design_scores_gemma":[0.0003236341,0.0001099923,0.0003029837,0.0006570566,0.00001457606,0.000002040467,0.008951542,0.00003728737,0.00001599136,0.1293519,0.8596956,0.0005374083],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002945328,0.002486734,0.000002002038,0.2522262,0.008367277,0.00112168,0.0001013276,0.00007004701,0.7353302],"genre_scores_gemma":[0.006044714,0.0006342508,0.000404942,0.0007607934,0.01927387,0.0019065,0.001165968,0.0001955249,0.9696134],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.374595,"threshold_uncertainty_score":0.9997951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5341830618489145,"score_gpt":0.5205171287949619,"score_spread":0.01366593305395258,"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."}}