{"id":"W2948675753","doi":"10.4324/9781351175586-3","title":"Strength in Diversity","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Sociology; Anthropology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002904678,0.00008939742,0.000104223,0.0000840615,0.0000947973,0.00002482224,0.00007273942,0.00004203872,0.1141168],"category_scores_gemma":[0.000001103338,0.00007677301,0.00003261051,0.000001137569,0.00003554269,0.00003906513,0.0001366341,0.00009124624,0.004853627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004671165,"about_ca_system_score_gemma":0.00007263736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007992823,"about_ca_topic_score_gemma":0.002915926,"domain_scores_codex":[0.9996324,0.000001626309,0.00009458375,0.0001122567,0.00009348288,0.00006568016],"domain_scores_gemma":[0.999813,0.00001359675,0.00003313386,0.00009322641,0.00002486113,0.00002220879],"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":[0.000001210792,0.000007192277,0.00007761794,0.000005981759,0.000007317955,8.472579e-7,0.009502837,4.331879e-8,3.759453e-9,0.9095333,0.08005555,0.0008080718],"study_design_scores_gemma":[0.00006494222,0.000006003617,0.0001152892,0.00001926961,0.000003120599,8.640757e-8,0.0005907276,6.287165e-7,1.853513e-7,0.01343441,0.9856495,0.0001158856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009209999,0.0000275275,3.449726e-7,0.0002180559,0.0006675071,0.00008015029,0.000008639202,0.00002395132,0.9988817],"genre_scores_gemma":[0.009878401,0.00002448097,0.00001768395,0.0005622695,0.0001381128,5.056596e-7,0.00003116027,0.00000759742,0.9893398],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9055939,"threshold_uncertainty_score":0.9959212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04619424854251829,"score_gpt":0.2126304855641329,"score_spread":0.1664362370216146,"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."}}