{"id":"W4412825332","doi":"10.1007/979-8-8688-1557-7_6","title":"Working with Drawing Aids on the Canvas","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Delta-Q Technologies (Canada)","funders":"","keywords":"Visual arts; Art; Sociology; Aesthetics; Psychology","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":[0.00007666126,0.000223198,0.0001711176,0.00008892925,0.0005760267,0.0002021301,0.0001980486,0.00006025318,0.002105681],"category_scores_gemma":[0.000004580056,0.0001339684,0.00006032024,0.000001985977,0.0001807092,0.00001457961,0.00006402638,0.0002801261,0.0001265296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004630613,"about_ca_system_score_gemma":0.0001826866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004990284,"about_ca_topic_score_gemma":0.0005479269,"domain_scores_codex":[0.9992414,0.0000109144,0.0001654209,0.0002184226,0.0002110199,0.000152889],"domain_scores_gemma":[0.9993595,0.0001423711,0.00009411475,0.0003085776,0.0000597049,0.00003575458],"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":[0.000009858183,0.000003206605,0.000002093759,0.00001080378,0.0000826191,0.000002931779,0.01469639,4.013184e-7,1.723955e-7,0.9446182,0.03071266,0.009860685],"study_design_scores_gemma":[0.00006748782,0.00002379133,0.000001352211,0.0006411897,0.00003582998,5.951876e-7,0.0005921696,6.245904e-7,0.00002772331,0.01361561,0.9848018,0.0001918764],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003865185,0.00007875649,0.00000892219,0.0004075156,0.0008834844,0.0002368403,0.000004843459,0.0000648409,0.9982762],"genre_scores_gemma":[0.02824326,0.000004538129,0.00004000341,0.002833851,0.000550821,0.00004721909,0.00001024032,0.00003132714,0.9682387],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9540891,"threshold_uncertainty_score":0.9988065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06750597502988297,"score_gpt":0.2243722439293944,"score_spread":0.1568662688995114,"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."}}