{"id":"W2073993192","doi":"10.1145/2468356.2479621","title":"Demonstrating PIXEE","year":2013,"lang":"en","type":"article","venue":"","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Social connectedness; Computer science; Multimedia; Interface (matter); Human–computer interaction; Social media; Emotional reaction; Musical; Psychology; World Wide Web; Social psychology; Visual arts","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":["insufficient_payload"],"category_scores_codex":[0.00004167187,0.00003495864,0.00003731281,0.00002078862,0.00002985515,0.00001974954,0.00004172665,0.0000334818,0.2787969],"category_scores_gemma":[0.000006018754,0.00002830272,0.00002036471,0.00004303168,0.00001591156,0.00003845886,0.000006471902,0.00004301381,0.03990115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000445796,"about_ca_system_score_gemma":0.000003915471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001594101,"about_ca_topic_score_gemma":0.00001138953,"domain_scores_codex":[0.9996788,0.00002429084,0.00007381484,0.00008578195,0.00003488129,0.0001024567],"domain_scores_gemma":[0.9998002,0.00002888582,0.00001061493,0.000103658,0.00001613194,0.00004049279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000005947097,0.00009924435,0.02166751,0.000001692326,0.00001665046,0.0000039431,0.001398415,8.277789e-7,0.01218347,0.08562671,0.6770512,0.2019444],"study_design_scores_gemma":[0.0006115276,0.0001403068,0.9444625,0.000003096008,0.000004906655,0.00004093015,0.005360303,0.0004515275,0.0001251782,0.004116822,0.044438,0.0002449354],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2710822,0.000006446967,0.004189628,0.0003797881,0.0001536335,0.00007393938,9.792235e-8,0.00009062822,0.7240236],"genre_scores_gemma":[0.9351845,2.637381e-7,0.001527942,0.001145323,0.0000540234,0.00003078112,4.968546e-7,0.000003709819,0.06205291],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9227949,"threshold_uncertainty_score":0.9608464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03495518724487628,"score_gpt":0.3182480741113475,"score_spread":0.2832928868664712,"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."}}