{"id":"W3197975919","doi":"10.1364/osac.437395","title":"Neural network gradient-index mapping","year":2021,"lang":"en","type":"article","venue":"OSA Continuum","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research & Development Corporation","funders":"","keywords":"Ray; Refractive index; Distribution (mathematics); Mathematics; Optics; Mathematical analysis; Computer science; 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":[0.00005762321,0.0001038695,0.0001510505,0.00001544474,0.00004303078,0.00004894912,0.00009022335,0.00005404355,0.0002025899],"category_scores_gemma":[0.00001627633,0.0001057414,0.00006509199,0.0001727736,0.00001714976,0.00007338462,0.00003896412,0.0001459044,0.00009862641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001834233,"about_ca_system_score_gemma":0.000009028227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004651763,"about_ca_topic_score_gemma":0.0001258468,"domain_scores_codex":[0.9992816,0.00001378979,0.0001395101,0.0001371192,0.00008375222,0.0003441581],"domain_scores_gemma":[0.9996667,0.00004115251,0.00001211166,0.0001690279,0.00002578027,0.00008520778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007296471,0.0003205714,0.1606398,0.00131227,0.001538734,0.004398944,0.003116852,0.03974212,0.1495573,0.06198669,0.3731935,0.2041202],"study_design_scores_gemma":[0.0009252112,0.00002196882,0.06599467,0.0001584028,0.00004261363,0.00007729179,0.0002377016,0.1580048,0.01407989,0.002239014,0.7574565,0.0007619161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8206194,0.003532972,0.003096805,0.00026266,0.002361021,0.00009757878,0.000006923204,0.0005256311,0.169497],"genre_scores_gemma":[0.9972476,0.00006219671,0.0005373269,0.0002227548,0.0003177774,0.00000718707,0.00001301987,0.00001970637,0.001572456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.384263,"threshold_uncertainty_score":0.4312008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008431524362286953,"score_gpt":0.1914783863847999,"score_spread":0.183046862022513,"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."}}