{"id":"W2946917722","doi":"10.15402/esj.v5i2.68329","title":"Engaged Scholarship and the Arts","year":2019,"lang":"en","type":"article","venue":"Engaged Scholar Journal Community-Engaged Research Teaching and Learning","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visual arts; Metaphor; Scholarship; Storytelling; Witness; Art; Immediacy; Photography; Fine art; The arts; Sociology; Narrative; Aesthetics; Literature; Political science; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.8814023,0.000357721,0.0005477925,0.0005742221,0.6368387,0.004733027,0.0008988901,0.0001476257,0.001142708],"category_scores_gemma":[0.631579,0.000239216,0.0001601932,0.0001538505,0.001943427,0.001418157,0.0007861913,0.7921494,0.0002198727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001208346,"about_ca_system_score_gemma":0.0001412742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005615638,"about_ca_topic_score_gemma":0.0001035973,"domain_scores_codex":[0.2857542,0.7117172,0.0004098735,0.0002662632,0.001039753,0.0008126535],"domain_scores_gemma":[0.6332588,0.3652296,0.0001589719,0.0005079003,0.0004491872,0.0003955561],"domain_codex":"methods","domain_gemma":null,"domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004456407,0.0001243108,0.002309294,0.0001016431,0.0002043252,0.00003315688,0.9507665,0.00002675237,0.001456934,0.02310322,0.0005876156,0.02084062],"study_design_scores_gemma":[0.00267785,0.0003667891,0.003267617,0.0003122103,0.0000290554,0.0001568725,0.88827,0.0003307481,0.00002894736,0.002358566,0.1019224,0.0002790168],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9166142,0.002444003,0.00009410414,0.001408095,0.0001328973,0.0004653691,0.000003577629,0.0001042314,0.07873349],"genre_scores_gemma":[0.9827738,0.0006226829,0.0003556295,0.0001801643,0.0005931387,0.0000238719,0.000009919417,0.00007686752,0.01536392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7920018,"threshold_uncertainty_score":0.9997704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1873024973228579,"score_gpt":0.3781347368591732,"score_spread":0.1908322395363153,"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."}}