{"id":"W1754532808","doi":"10.7202/1079436ar","title":"A Reflection on Arts‐Based Research","year":2021,"lang":"en","type":"article","venue":"Philosophical Inquiry in Education","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"The arts; Scientism; Certainty; Sociology; Epistemology; Educational research; Context (archaeology); Arts in education; Mill; Social science; Visual arts; Philosophy; Art; History","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":[],"consensus_categories":[],"category_scores_codex":[0.0006062685,0.0001320933,0.0001171634,0.0005950091,0.0003222929,0.0001244266,0.0001776078,0.000105244,0.0002791057],"category_scores_gemma":[0.004931272,0.000138314,0.00005016633,0.002648292,0.0003271234,0.0002607911,0.00003501586,0.000673755,0.0004469076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002940977,"about_ca_system_score_gemma":0.00102726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007186098,"about_ca_topic_score_gemma":0.000006256774,"domain_scores_codex":[0.9970877,0.0007592802,0.000281902,0.0008213822,0.0006996123,0.0003501468],"domain_scores_gemma":[0.9983709,0.0007111182,0.00006311549,0.0003859998,0.0003330522,0.0001358342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001848278,0.005344301,0.0009636285,0.00002854848,9.772841e-7,0.00002244246,0.0008747082,0.00008701635,0.717488,0.2534938,0.002871165,0.01864057],"study_design_scores_gemma":[0.000529882,0.0003829258,0.01151196,0.0001458452,0.000004904076,0.00004395884,0.0009426696,0.0007037972,0.6935287,0.2703203,0.02156878,0.0003162811],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8784913,0.00002527159,0.0001852401,0.06760263,0.006177409,0.0003366404,0.000002485138,0.0000915601,0.04708743],"genre_scores_gemma":[0.9857994,0.00002968047,0.00006704973,0.0119613,0.001188503,0.0002276441,0.00001395725,0.00001753674,0.0006948716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1073081,"threshold_uncertainty_score":0.590355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5215025165210573,"score_gpt":0.5063624636295608,"score_spread":0.01514005289149645,"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."}}