{"id":"W4281809932","doi":"10.1090/noti2490","title":"Coloring With a Limited Paintbox","year":2022,"lang":"en","type":"article","venue":"Notices of the American Mathematical Society","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; 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":[0.0004371906,0.0001051421,0.0002608304,0.00001529227,0.00022844,0.00001183614,0.0004072461,0.00001721741,0.004556678],"category_scores_gemma":[0.00004532832,0.00006742394,0.0002262615,0.0005160351,0.0005118449,0.0000227519,0.0001989817,0.0002539652,0.00005920785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006451675,"about_ca_system_score_gemma":0.00002672808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005785366,"about_ca_topic_score_gemma":0.000002565501,"domain_scores_codex":[0.9987825,0.0002336321,0.0002094071,0.0001883278,0.0003644041,0.0002217858],"domain_scores_gemma":[0.9987299,0.0004715585,0.0002850069,0.0004262809,0.00003268328,0.00005451072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.005075084,0.01396446,0.06290376,0.000912027,0.004699984,0.00005487891,0.3314552,0.0134605,0.01990275,0.2638742,0.2354914,0.04820569],"study_design_scores_gemma":[0.006869858,0.009377021,0.3522423,0.0001935373,0.001363068,0.0002207844,0.5049998,0.04686658,0.0006943854,0.02152004,0.05325047,0.002402202],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822395,0.00001321404,0.001500128,0.001590033,0.00008177697,0.000267325,0.000008520797,0.00006679722,0.01423267],"genre_scores_gemma":[0.9909864,6.643204e-7,0.00562627,0.001805856,0.0000284595,0.0001032625,7.641656e-7,0.00001810437,0.001430201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2893385,"threshold_uncertainty_score":0.9963533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03195692427527982,"score_gpt":0.3008825646431904,"score_spread":0.2689256403679106,"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."}}