{"id":"W4307379156","doi":"10.1364/josaa.469734","title":"Mathematical modeling and experimental verification of aging human eyes polarization sensitivity","year":2022,"lang":"en","type":"article","venue":"Journal of the Optical Society of America A","topic":"Optical Polarization and Ellipsometry","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optina Diagnostics (Canada)","funders":"Jilin Scientific and Technological Development Program; Higher Education Discipline Innovation Project; China Scholarship Council; National Natural Science Foundation of China","keywords":"Polarization (electrochemistry); Perception; Stokes parameters; Computer science; Optical transfer function; Spatial frequency; Optics; Artificial intelligence; Computer vision; Physics; Psychology; Neuroscience","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":[0.0003122028,0.00007016621,0.0002043622,0.0000299195,0.0001154077,0.00001081298,0.00008998592,0.00003065054,0.000049895],"category_scores_gemma":[0.00004287242,0.0000574438,0.0001594035,0.0002131963,0.000128165,0.00008950386,0.00007889924,0.0002427887,5.564639e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005730039,"about_ca_system_score_gemma":0.00001470754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003678681,"about_ca_topic_score_gemma":1.797781e-8,"domain_scores_codex":[0.9991007,0.00004892436,0.0003876852,0.00005590075,0.000313295,0.0000934675],"domain_scores_gemma":[0.9995873,0.00006581406,0.0001469797,0.00009411349,0.00005465781,0.00005112638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000154277,0.0002517082,0.0003187981,0.0001266234,0.0001213754,4.230239e-7,0.001946224,0.2664158,0.728086,0.001593745,0.0001339576,0.0009899393],"study_design_scores_gemma":[0.0002987618,0.0001471161,0.0004267768,0.00004025684,0.00005323642,0.00002592283,0.002936196,0.9561315,0.039312,0.0004280293,0.0001002334,0.0001000364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.850633,0.0002046505,0.1482646,0.0003989685,0.00006601422,0.00006393712,0.000004243726,0.00001375965,0.0003509008],"genre_scores_gemma":[0.9823554,0.00001458121,0.01751964,0.00005254519,0.00002831226,6.437571e-7,8.938536e-7,0.00001160718,0.00001643121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6897156,"threshold_uncertainty_score":0.234249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172076674584084,"score_gpt":0.2425800509436208,"score_spread":0.23085928419778,"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."}}