{"id":"W4417476194","doi":"10.1117/12.3098528","title":"Progress on digital wavefront correction and spatiotemporal optical coherence tomography for retinal imaging","year":2025,"lang":"","type":"article","venue":"","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Optical coherence tomography; Wavefront; Adaptive optics; Tomography; Retinal; Scanning laser ophthalmoscopy; Coherence (philosophical gambling strategy)","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003715207,0.000343484,0.0004916053,0.0003058608,0.0002077423,0.0002730908,0.00007932955,0.0001301803,0.0000669779],"category_scores_gemma":[0.0003165611,0.0002827739,0.0002609734,0.0003286513,0.0005003571,0.0002150947,0.00008679214,0.0003069579,0.00001028175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006646148,"about_ca_system_score_gemma":0.0001821143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003016981,"about_ca_topic_score_gemma":0.000004713773,"domain_scores_codex":[0.9979138,0.00003708774,0.0005337685,0.0006776481,0.0003286105,0.0005090968],"domain_scores_gemma":[0.9987703,0.0003370985,0.0001220174,0.0002593348,0.0002690163,0.000242242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002835558,0.0004602054,0.3599496,0.0005285378,0.0001414534,0.00006948131,0.00007623201,7.557258e-7,0.0001467407,0.002494239,0.01127263,0.6220245],"study_design_scores_gemma":[0.01145185,0.007611864,0.7329184,0.01388238,0.001908345,0.0005078889,0.00326908,0.09354452,0.02803402,0.004184193,0.1003818,0.002305607],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.774087,0.006929193,0.0739925,0.01781928,0.009671086,0.005565424,0.0000712082,0.0003502717,0.111514],"genre_scores_gemma":[0.989966,0.0000670644,0.001089327,0.0004839911,0.0002694139,0.0001064291,0.00006328147,0.00002255059,0.007931899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.619719,"threshold_uncertainty_score":0.9999624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009299640573466161,"score_gpt":0.2716334768016639,"score_spread":0.2623338362281977,"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."}}