{"id":"W4301186771","doi":"10.1097/opx.0000000000001946","title":"Letter to the Editor: Accuracy of Referrals to Canadian Pediatric Ophthalmology Services","year":2022,"lang":"en","type":"letter","venue":"Optometry and Vision Science","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Strabismus; Context (archaeology); Cataracts; Visual impairment; Optometry; Eye care; Referral; Pediatric ophthalmology; Population; Pediatrics; Ophthalmology; Family medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00305202,0.0002378528,0.0004868278,0.002521441,0.0008570335,0.00006849324,0.001164465,0.0004385564,0.00167511],"category_scores_gemma":[0.0008497896,0.0001612473,0.00006644813,0.004194217,0.0003180583,0.0001669063,0.0007446753,0.002069016,0.0001972383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002175658,"about_ca_system_score_gemma":0.00134654,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006665749,"about_ca_topic_score_gemma":0.00006093832,"domain_scores_codex":[0.9961706,0.0002491636,0.0004231882,0.0008408502,0.001335225,0.0009809529],"domain_scores_gemma":[0.9970033,0.000908079,0.0001446276,0.0008217841,0.0003797745,0.0007424772],"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":[0.0001107933,0.00002812805,0.01573598,0.0006623589,0.000006808301,0.000387766,0.0002472828,0.000001235035,0.00008311318,0.000003206935,0.9822088,0.0005244943],"study_design_scores_gemma":[0.0001630458,0.001740061,0.06490359,0.00007427378,0.0000239275,0.0005253522,0.00006454747,0.00001296328,0.00005112746,0.000007322087,0.9322671,0.0001666628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.4058075,0.0002614246,0.000001202694,0.5880728,0.00332294,0.0007391523,0.00008013803,0.000009223847,0.001705677],"genre_scores_gemma":[0.3954136,0.00004752032,0.0001530659,0.5896689,0.01221465,0.00006703979,0.00003210235,0.00002158223,0.002381471],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0499417,"threshold_uncertainty_score":0.999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08521451841281553,"score_gpt":0.5450211825298125,"score_spread":0.4598066641169969,"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."}}