{"id":"W7101401471","doi":"10.18432/ari29907","title":"Editorial","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":"St. Francis Xavier University; Mount Saint Vincent University","funders":"Mount Saint Vincent University","keywords":"","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002010716,0.0001339508,0.0001582959,0.0006367741,0.001709568,0.0007540432,0.000781049,0.00005637825,0.01396696],"category_scores_gemma":[0.0001958052,0.0001065738,0.0001524155,0.0001317897,0.0008689999,0.0005364704,0.0001790239,0.001179164,0.001036224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001982603,"about_ca_system_score_gemma":0.0003788902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001416761,"about_ca_topic_score_gemma":0.0001417162,"domain_scores_codex":[0.9970914,0.0002647346,0.0003629905,0.0002445664,0.001495494,0.0005408576],"domain_scores_gemma":[0.9977331,0.000444361,0.0000416268,0.0001500385,0.001442147,0.0001887893],"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":[0.0002216804,0.0001689553,0.000107862,0.000007475147,0.0001150003,0.00003033928,0.006222088,0.000006404527,0.00007695206,0.3955567,0.5954598,0.002026764],"study_design_scores_gemma":[0.0007153049,0.0001766472,0.0002135448,0.00008629776,0.000008520949,0.00001981176,0.01598725,0.0002715912,0.00004538392,0.08116335,0.9012119,0.0001003661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00574955,0.0001446367,0.001719589,0.0185789,0.03130842,0.0001846279,0.00004743908,0.00003991737,0.9422269],"genre_scores_gemma":[0.7485138,0.0001586593,0.0001088361,0.00009684855,0.08281933,0.00004176527,0.00002285549,0.00001659689,0.1682214],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7740055,"threshold_uncertainty_score":0.9997416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07906685433145733,"score_gpt":0.4190552519503426,"score_spread":0.3399883976188853,"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."}}