{"id":"W4403197738","doi":"10.3828/liverpool/9781802074765.003.0002","title":"Drawing Outside the Lines","year":2024,"lang":"en","type":"book-chapter","venue":"Liverpool University Press eBooks","topic":"Architecture, Art, Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008156202,0.0003328203,0.0002395702,0.0001665327,0.0007887036,0.0002266399,0.0005374304,0.0001511078,0.000607924],"category_scores_gemma":[0.000003935309,0.0002722075,0.000249572,0.000002538387,0.0005400569,0.0001107549,0.0002727512,0.0006396071,0.0002438446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006869,"about_ca_system_score_gemma":0.0001054778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008474856,"about_ca_topic_score_gemma":0.001126378,"domain_scores_codex":[0.9989504,0.00003132984,0.0001589973,0.0003920638,0.0002425524,0.0002246219],"domain_scores_gemma":[0.9990691,0.0001416251,0.0001444125,0.0004652693,0.000107113,0.00007250804],"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":[0.00002059338,0.000004646213,2.848226e-7,0.00007556108,0.0001966624,0.00005109691,0.03972364,0.000005897278,0.000001857913,0.9436699,0.0147001,0.001549763],"study_design_scores_gemma":[0.00008848526,0.00002656704,0.000001258432,0.0002216926,0.0003926287,0.000005023698,0.00133987,0.00003355803,0.00001535285,0.01465346,0.9829077,0.0003143786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009961506,0.0003754263,0.00001722678,0.0002379659,0.001308049,0.0003927055,0.0001599112,0.0002539621,0.9971551],"genre_scores_gemma":[0.004971958,0.00006816426,0.00002633162,0.0001529951,0.001702073,0.000001032025,0.00003380513,0.00006074258,0.9929829],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9682076,"threshold_uncertainty_score":0.999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03523223441489117,"score_gpt":0.199763306471218,"score_spread":0.1645310720563269,"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."}}