{"id":"W3006196434","doi":"10.1364/josaa.382301","title":"Lighting for color vision examination in the era of LEDs: the FM100Hue Test","year":2020,"lang":"en","type":"article","venue":"Journal of the Optical Society of America A","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Flinders University","keywords":"Light-emitting diode; Test (biology); Computer vision; Artificial intelligence; Computer science; Optometry; Computer graphics (images); Optics; Medicine; Geology; Physics","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":[0.0004472223,0.00004639964,0.0001277771,0.000003980806,0.0001131635,0.00001971188,0.0004148283,0.00001437025,0.00001253209],"category_scores_gemma":[0.00008370521,0.00002083441,0.000255333,0.0003251267,0.0001871971,0.00006656339,0.00004822178,0.000197214,6.941598e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001060003,"about_ca_system_score_gemma":0.00005153844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001143922,"about_ca_topic_score_gemma":1.862465e-7,"domain_scores_codex":[0.9993547,0.00003255278,0.0002696519,0.00005605989,0.0002019627,0.00008510469],"domain_scores_gemma":[0.9986466,0.0007904059,0.0003460128,0.00009268631,0.0001007112,0.00002360906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001365244,0.002916515,0.02079622,0.0001236563,0.0002881,3.826347e-7,0.07296726,0.008754193,0.3490356,0.02399536,0.04261564,0.4783705],"study_design_scores_gemma":[0.003889511,0.004911746,0.255711,0.0005003705,0.0005464063,0.00000968414,0.1586921,0.4344455,0.06512871,0.01411663,0.0614901,0.0005582672],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8395164,0.00003450751,0.02898728,0.1300945,0.00003698971,0.0003928592,0.000009959969,0.000001919598,0.0009255773],"genre_scores_gemma":[0.9937708,0.000006080632,0.005439021,0.000633723,0.000130896,0.000007715706,2.91228e-7,0.000002580774,0.00000885894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4778123,"threshold_uncertainty_score":0.08703737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01310452482116332,"score_gpt":0.2768493122430886,"score_spread":0.2637447874219253,"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."}}