{"id":"W4402711510","doi":"10.1362/147539224x17149185610208","title":"Life of Pie Charts","year":2024,"lang":"en","type":"article","venue":"Journal of Customer Behaviour","topic":"Fashion and Cultural Textiles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pie chart; Psychology; Computer science; Statistics; Mathematics","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":[0.0001691258,0.00009183203,0.0002046679,0.0001515906,0.00005357575,0.0001198692,0.0001332457,0.00003218236,0.006923211],"category_scores_gemma":[0.00002701453,0.00005874412,0.000220488,0.00004040621,0.00009357581,0.0003068609,0.00001558431,0.0002042533,0.0002105865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001567638,"about_ca_system_score_gemma":0.00007940373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001088355,"about_ca_topic_score_gemma":0.00001397106,"domain_scores_codex":[0.9991227,0.00002125511,0.0004034851,0.00006364496,0.0002777386,0.0001111706],"domain_scores_gemma":[0.9994196,0.00002205876,0.0001528518,0.00006823281,0.000206698,0.0001305142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004986804,0.0003540499,0.001016855,0.0001994792,0.0002562771,0.0002068318,0.09376737,0.000007676177,0.00379235,0.1964452,0.6844217,0.01948238],"study_design_scores_gemma":[0.0003245347,0.0002015618,0.002460652,0.0003331203,0.0002110133,0.0001082226,0.01291222,0.00001179561,0.0006604738,0.0002496352,0.9823419,0.0001848245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584577,0.001281926,0.000002719824,0.001397448,0.003172093,0.00004869183,0.00002195505,0.00003097563,0.03558647],"genre_scores_gemma":[0.9842244,0.00008712445,0.00001826516,0.0001912391,0.001081279,8.465453e-7,0.000001189425,0.00001271182,0.01438289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2979202,"threshold_uncertainty_score":0.9939846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04200863619017214,"score_gpt":0.2665656498919565,"score_spread":0.2245570137017843,"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."}}