{"id":"W4415582871","doi":"10.18432/ari29850","title":"Art/Research","year":2025,"lang":"en","type":"article","venue":"Art/Research International A Transdisciplinary Journal","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"American Educational Research Association","keywords":"Scholarship; Creativity; Theme (computing); Knowledge production","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004634311,0.0009855246,0.0006202943,0.002810018,0.005609249,0.01920016,0.002430612,0.003636923,0.2575482],"category_scores_gemma":[0.01439145,0.0004201228,0.001156413,0.002684518,0.006327312,0.007480748,0.006513137,0.006001661,0.119532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004106915,"about_ca_system_score_gemma":0.006783437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002007341,"about_ca_topic_score_gemma":0.002406536,"domain_scores_codex":[0.9947698,0.001163837,0.0003226212,0.0007200879,0.00263625,0.0003873768],"domain_scores_gemma":[0.9925067,0.001434254,0.0003883041,0.002212745,0.002464875,0.0009930675],"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":[0.00005344833,0.00005536232,0.0002445502,0.0006681016,0.00001267242,0.0001818815,0.00164393,0.00008049373,0.0004681898,0.1110656,0.7790301,0.1064957],"study_design_scores_gemma":[0.000004590333,0.00001089456,0.0001163416,0.0003352945,0.000003646897,0.0001394665,0.0005743934,0.00002940239,0.0001453412,0.006755057,0.9918806,0.000004971624],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001539369,0.01243897,0.003322684,0.05256758,0.04726661,0.000215907,0.0008205761,0.0005924471,0.881236],"genre_scores_gemma":[0.04971733,0.01757489,0.004969769,0.0342423,0.03153418,0.0004770521,0.001463278,0.001036921,0.8589843],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2575482,"threshold_uncertainty_score":0.8615847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1983741668646254,"score_gpt":0.4757984631749151,"score_spread":0.2774242963102898,"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."}}