{"id":"W2475136236","doi":"10.38140/pie.v32i2.1855","title":"Arts-based self-study: Documenting the ripple effect","year":2014,"lang":"en","type":"article","venue":"Perspectives in Education","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"The arts; Photography; Ripple; Visual arts education; Psychology; Gaze; Mathematics education; Visual arts; Arts in education; Sociology; Computer science; Aesthetics; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006209219,0.0001039449,0.00009414042,0.0001149853,0.0004100773,0.0001633136,0.000123458,0.00001395257,0.0009311828],"category_scores_gemma":[0.0001282039,0.00007384284,0.00003320766,0.00006637652,0.00006699908,0.0001311642,0.00001781288,0.0001030087,0.000147002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001947586,"about_ca_system_score_gemma":0.0001654752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002442087,"about_ca_topic_score_gemma":0.0005505591,"domain_scores_codex":[0.9991888,0.0001609481,0.0001550773,0.0002078077,0.0001432048,0.0001442024],"domain_scores_gemma":[0.9994206,0.0001838807,0.00006916387,0.0002060161,0.00009108057,0.00002924768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001230045,0.001365961,0.02964322,0.00001595416,0.00001977956,7.647349e-8,0.7543576,0.00001318395,0.000004870363,0.199796,0.005690646,0.009080439],"study_design_scores_gemma":[0.0005176231,0.0001595118,0.05892828,0.00002773289,0.00002558213,6.515598e-7,0.4007335,0.000306176,0.00007344154,0.004238863,0.534762,0.0002266589],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8016626,0.000142305,0.00003802156,0.003669299,0.001561223,0.0005893357,3.995335e-7,0.00008778628,0.192249],"genre_scores_gemma":[0.9952781,0.000002766575,0.0002036365,0.0003803401,0.0007385576,0.0002737421,0.000005282722,0.00001110498,0.00310652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5290713,"threshold_uncertainty_score":0.9999821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702039414466696,"score_gpt":0.316702069398596,"score_spread":0.299681675253929,"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."}}