{"id":"W2760423773","doi":"10.1007/978-981-10-3908-9_4","title":"A Brief History of Aberrometry Applications in Ophthalmology and Vision Science","year":2017,"lang":"en","type":"book-chapter","venue":"Springer proceedings in physics","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Adaptive optics; Wavefront; Optometry; Vision science; Wavefront sensor; Computer science; Optics; Human eye; Computer vision; Physics; Medicine","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":[0.0006846547,0.001012656,0.000670897,0.003947257,0.0008789863,0.003034855,0.001024169,0.001645514,0.04568084],"category_scores_gemma":[0.001372191,0.0004139166,0.0006033521,0.003856567,0.00106657,0.003451804,0.00163811,0.002820946,0.0210935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111899,"about_ca_system_score_gemma":0.001235974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001483139,"about_ca_topic_score_gemma":0.003111976,"domain_scores_codex":[0.9996108,0.00005355533,0.000033717,0.0000684831,0.000205992,0.00002737854],"domain_scores_gemma":[0.9992946,0.0003592019,0.000026104,0.00004138484,0.0002219718,0.00005675862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004033461,0.00009438352,0.0001969924,0.001995743,0.00001606061,0.0001818305,0.0003429877,0.0006097329,0.002076298,0.07149922,0.3552222,0.5677242],"study_design_scores_gemma":[0.000001549802,0.0000192346,0.0002135039,0.0003765677,0.000003009455,0.000296119,0.00003914955,0.0001142953,0.000195273,0.009890107,0.988841,0.00001030503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009020975,0.7071095,0.01365085,0.00636025,0.01747126,0.00007002656,0.0003966283,0.0004434709,0.2535959],"genre_scores_gemma":[0.006962601,0.4881661,0.01569021,0.005675211,0.01483398,0.00009746653,0.0005581939,0.0003918249,0.4676245],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04568084,"threshold_uncertainty_score":0.1528177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04092291455072607,"score_gpt":0.3622999048345403,"score_spread":0.3213769902838143,"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."}}