{"id":"W4205149206","doi":"10.1002/jsid.1101","title":"Metameric failure assessment and reduction between RGB and laser phosphor projectors","year":2022,"lang":"en","type":"article","venue":"Journal of the Society for Information Display","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council; University of British Columbia","funders":"","keywords":"Colorimetry; RGB color model; Computer science; Reduction (mathematics); Artificial intelligence; Laser; Matching (statistics); Computer vision; Optics; Mathematics; Statistics; Physics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.0003229435,0.00004573045,0.00007573407,0.00001710218,0.0004882657,0.00006443496,0.00009945509,0.000008999134,0.00002307651],"category_scores_gemma":[0.00000209169,0.0000306821,0.0001878625,0.0001621058,0.00003785651,0.0005587102,0.00006314136,0.0001323814,2.176532e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003851849,"about_ca_system_score_gemma":0.00007222214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008158958,"about_ca_topic_score_gemma":1.295502e-7,"domain_scores_codex":[0.9995362,0.0000103303,0.0001945303,0.00003455875,0.000157046,0.00006740737],"domain_scores_gemma":[0.9995021,0.00002610915,0.0003314867,0.00005681501,0.00005539842,0.0000281357],"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":[0.00009981967,0.0004432396,0.2630894,0.0002094522,0.00244315,6.838128e-8,0.07109727,0.01074857,0.004538837,0.05662749,0.2695893,0.3211134],"study_design_scores_gemma":[0.002792599,0.0004882373,0.2096363,0.00003125672,0.0007939999,0.00003565819,0.1043204,0.008850215,0.002866484,0.008509382,0.6612181,0.0004572881],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931517,0.00001363653,0.003815449,0.002445207,0.0001065891,0.0002703299,0.00007062376,0.000002800833,0.0001236859],"genre_scores_gemma":[0.9981378,0.000003155332,0.001598673,0.00006475329,0.0000744848,0.00004141335,0.00001110228,0.000001907521,0.00006676624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3916289,"threshold_uncertainty_score":0.3755395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007896138627185616,"score_gpt":0.2712848239716596,"score_spread":0.263388685344474,"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."}}