{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007022351,0.0002339855,0.0002869168,0.001924664,0.003784959,0.001455583,0.001563276,0.00009339525,0.03213143],"category_scores_gemma":[0.0004497187,0.0001909668,0.0002467148,0.0004512389,0.00245665,0.000830068,0.0004781293,0.002829482,0.005551517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004525185,"about_ca_system_score_gemma":0.0007176251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002316453,"about_ca_topic_score_gemma":0.0003913443,"domain_scores_codex":[0.9935305,0.001039161,0.0006371133,0.0005072964,0.002987983,0.001297939],"domain_scores_gemma":[0.9945851,0.001405349,0.00006040179,0.0003393758,0.00320811,0.0004016686],"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":[0.0003200478,0.0004564412,0.0003314409,0.0000257005,0.000227376,0.0002178269,0.01151574,0.00001518991,0.0001917559,0.5976136,0.3840795,0.005005366],"study_design_scores_gemma":[0.0009276772,0.0003787793,0.0009520467,0.0002419149,0.00001138761,0.00008394994,0.0365378,0.0009337842,0.0001381848,0.1374871,0.8221197,0.0001877375],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02057902,0.0004208325,0.001918991,0.03793931,0.0008180526,0.0003934387,0.00006874663,0.00005590494,0.9378057],"genre_scores_gemma":[0.6594684,0.0003143058,0.000132431,0.0001182534,0.001517861,0.00008308863,0.00003396433,0.00002490135,0.3383069],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6388893,"threshold_uncertainty_score":0.999581,"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."}}