{"id":"W2898414216","doi":"10.3389/fpsyg.2018.01938","title":"Toward a Unification of the Arts","year":2018,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Psychology; Unification; The arts; Cognitive psychology; Cognitive science; Visual arts; Computer science; Programming language; Art","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00009665889,0.00004037738,0.0000815034,0.00008495161,0.00003122844,0.000002793765,0.0002422527,0.00004521387,0.0001376959],"category_scores_gemma":[0.00007296142,0.00002890237,0.00003919128,0.0003742953,0.0004236801,0.00002327256,0.00001781134,0.00006308807,0.00004040096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000940514,"about_ca_system_score_gemma":0.000008047248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003273942,"about_ca_topic_score_gemma":0.000002912903,"domain_scores_codex":[0.9994262,0.00009874363,0.0001311726,0.0001743529,0.00007421927,0.00009534018],"domain_scores_gemma":[0.999628,0.000003735164,0.00006136093,0.000277178,0.0000141401,0.00001557951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001332352,0.000419413,0.06746718,0.000008970051,0.000005133785,0.000005420362,0.004977375,0.000005681305,0.4402073,0.009755993,0.167561,0.3094532],"study_design_scores_gemma":[0.002413366,0.0004074887,0.376555,0.00005095815,0.00004720487,0.00009549601,0.001696853,0.004294082,0.06742045,0.112753,0.4337775,0.0004886747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8186644,0.0000487702,0.1029689,0.01182983,0.003078968,0.0001694057,0.00000419263,0.00003342504,0.06320205],"genre_scores_gemma":[0.995941,0.00004217005,0.00129471,0.002378859,0.00002897323,0.000003748212,2.304226e-7,0.000003399236,0.0003069199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3727869,"threshold_uncertainty_score":0.1561067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05538883319261743,"score_gpt":0.3392498574966926,"score_spread":0.2838610243040752,"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."}}