{"id":"W2313700395","doi":"10.1364/boda.2015.bw3a.4","title":"Wavefront Sensorless Adaptive Optics for Ophthalmic Imaging","year":2015,"lang":"en","type":"article","venue":"Optics in the Life Sciences","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Adaptive optics; Wavefront; Wavefront sensor; Deformable mirror; Computer science; Optics; Computer vision; Physics; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002551845,0.0002959938,0.0002465933,0.0004062647,0.0002605618,0.0006327996,0.0004296075,0.0004707073,0.003511779],"category_scores_gemma":[0.0005239028,0.0001538816,0.0002011081,0.0006209408,0.0004478539,0.0007667917,0.0004928361,0.0006485441,0.001119162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005611994,"about_ca_system_score_gemma":0.0007823115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001102721,"about_ca_topic_score_gemma":0.002756558,"domain_scores_codex":[0.9998165,0.00002333784,0.000006880479,0.00001808465,0.0001236319,0.00001158897],"domain_scores_gemma":[0.9998206,0.00004612432,0.00003496534,0.00002422562,0.00006180233,0.00001224968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000150552,0.00005570079,0.0006557942,0.0003809723,0.00002043842,0.0001481005,0.0001199303,0.008581512,0.3544571,0.1516204,0.01345014,0.4703594],"study_design_scores_gemma":[0.00006809008,0.0002829333,0.002821768,0.0002750389,0.00007035883,0.001031403,0.000154235,0.2684834,0.2995368,0.1035979,0.3235058,0.0001723653],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02197451,0.01064082,0.9198093,0.002169291,0.0005592983,0.0001255825,0.0002164802,0.00128063,0.04322417],"genre_scores_gemma":[0.2473079,0.01256299,0.7101539,0.000914145,0.0003915535,0.000159485,0.000282556,0.0001703499,0.02805708],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003511779,"threshold_uncertainty_score":0.01174808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0753895713064657,"score_gpt":0.3130087628572334,"score_spread":0.2376191915507677,"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."}}