{"id":"W2953943056","doi":"10.22215/etd/2019-13647","title":"Cross-cultural Product Design","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Product (mathematics); Perception; Product design; Cross-cultural; Psychology; Aesthetics; Sociology; Art; Anthropology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006026686,0.001048044,0.0003989576,0.001213142,0.001074178,0.002899508,0.00115499,0.0009369668,0.02211203],"category_scores_gemma":[0.00671761,0.000490339,0.0008314193,0.001025149,0.0006923447,0.002246217,0.003179575,0.0010014,0.003475569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009446816,"about_ca_system_score_gemma":0.001214241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008572605,"about_ca_topic_score_gemma":0.0009849201,"domain_scores_codex":[0.9963188,0.001737121,0.0002774272,0.0005503587,0.0009312319,0.0001850109],"domain_scores_gemma":[0.996663,0.0009023513,0.0001413824,0.0007266827,0.001352749,0.0002136925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008010413,0.001135901,0.007663537,0.004714918,0.0002546489,0.0009731036,0.01986041,0.003210031,0.05214948,0.07920358,0.01330392,0.8167295],"study_design_scores_gemma":[0.0003752962,0.003548195,0.01581478,0.001300902,0.0005040424,0.002684751,0.01039254,0.00875813,0.0435174,0.025132,0.8878088,0.0001631174],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.2293541,0.008586012,0.3927017,0.00208279,0.001395725,0.00818604,0.0009237303,0.001509043,0.3552609],"genre_scores_gemma":[0.4898806,0.004702709,0.4074715,0.001367971,0.0001289231,0.006302067,0.001039441,0.0005220266,0.08858473],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02211203,"threshold_uncertainty_score":0.07397217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08019372263018491,"score_gpt":0.4264495658700155,"score_spread":0.3462558432398306,"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."}}