{"id":"W2498772797","doi":"10.1007/978-94-6300-500-5_1","title":"Aesthetic Systems Theory","year":2016,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Subjectivity; Taste; Aesthetics; State (computer science); Sociology; Art; Epistemology; Psychology; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005827317,0.0004355644,0.0004156709,0.0003551598,0.0001533576,0.0003165813,0.0004963593,0.000510785,0.004136572],"category_scores_gemma":[0.00005195169,0.0003503691,0.0002086784,0.00002067295,0.0006945521,0.0001000621,0.00007428577,0.0004835626,0.002595417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001153627,"about_ca_system_score_gemma":0.0001882275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001377875,"about_ca_topic_score_gemma":0.000003757528,"domain_scores_codex":[0.9977465,0.0001742337,0.0004029628,0.0008028322,0.0004094363,0.0004640764],"domain_scores_gemma":[0.9978354,0.0002224178,0.0003394573,0.001215307,0.0001439115,0.0002434856],"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":[0.00002883941,0.00001671461,0.000002723921,0.00001079932,0.00002129141,0.00005523327,0.0008728498,7.367132e-8,0.00004096385,0.8480154,0.1175122,0.03342297],"study_design_scores_gemma":[0.0002680137,0.00008026828,0.00001131229,0.0001290537,0.00004429822,0.000364643,0.0002550599,4.835533e-7,0.000006284681,0.03399247,0.9644079,0.0004402182],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000151921,0.000317864,0.00008002917,0.0004726553,0.0101732,0.0004807964,0.0000551717,0.0002693949,0.987999],"genre_scores_gemma":[0.01733315,0.000005075748,0.000006891809,0.0008106863,0.0004720936,0.00003860328,0.000007823145,0.0001199089,0.9812058],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8468957,"threshold_uncertainty_score":0.9998949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03556475991488977,"score_gpt":0.2921569209899028,"score_spread":0.256592161075013,"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."}}