{"id":"W3166931757","doi":"10.7146/irtp.v1i1.127082","title":"On the Aesthetics of Self Expression:","year":2021,"lang":"en","type":"article","venue":"International Review of Theoretical Psychologies","topic":"Social Representations and Identity","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ambrose University","funders":"","keywords":"Expression (computer science); Spell; Aesthetics; Generative grammar; Sociology; Psychology; Epistemology; Art; Philosophy; Computer science; Artificial intelligence","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":[0.0004311673,0.00007833801,0.0001968532,0.00002894647,0.00002780004,0.000009510335,0.0004514609,0.0000439224,0.01259148],"category_scores_gemma":[0.002384485,0.00004892083,0.0001953516,0.0001489991,0.0004555573,0.00002465759,0.00008878609,0.0001302657,0.0001270491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001230265,"about_ca_system_score_gemma":0.00001926676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000251649,"about_ca_topic_score_gemma":1.689634e-7,"domain_scores_codex":[0.9987286,0.0002828679,0.000380434,0.0001773843,0.0003384786,0.00009222495],"domain_scores_gemma":[0.9980407,0.0009611768,0.0001778267,0.0004610581,0.0003371603,0.00002206748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002092596,0.0002656904,0.0002992142,0.00007077531,0.00005855027,0.000005773927,0.0001243827,2.787517e-7,0.0001471689,0.958808,0.03679566,0.003403553],"study_design_scores_gemma":[0.0003958833,0.0001291688,0.01542258,0.002763681,0.00006586983,0.00003186515,0.0009657803,0.000004338624,0.005218808,0.9522844,0.02257258,0.0001450712],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1393292,0.01537772,0.0008969888,0.03067049,0.002677972,0.0003133499,0.00004742779,0.00004663343,0.8106402],"genre_scores_gemma":[0.9876712,0.009055428,0.0005255089,0.002199847,0.00005673558,0.00003150688,0.000007222588,0.000007657331,0.0004449169],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.848342,"threshold_uncertainty_score":0.9883111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03832055960506786,"score_gpt":0.4228031188117058,"score_spread":0.384482559206638,"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."}}