{"id":"W2117220671","doi":"10.3109/09273972.2013.786746","title":"Quality of Referrals to a Pediatric Ophthalmology Practice in South Western Ontario","year":2013,"lang":"en","type":"article","venue":"Strabismus","topic":"Ophthalmology and Eye Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"McMaster University","keywords":"Referral; Medicine; Esotropia; Pediatric ophthalmology; Optometry; Pediatrics; Family medicine; Strabismus; Ophthalmology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004101229,0.0001387829,0.0004237404,0.0001823634,0.00002104896,0.000005665873,0.0001109134,0.0001919796,0.00122921],"category_scores_gemma":[0.0006304237,0.0001278872,0.00007134413,0.0002387622,0.00005045392,0.0001272329,0.00004357991,0.0003371453,0.0003571423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006656089,"about_ca_system_score_gemma":0.0002511214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02796997,"about_ca_topic_score_gemma":0.002011969,"domain_scores_codex":[0.9985967,0.0001541719,0.000474393,0.0002862278,0.0001710503,0.0003174434],"domain_scores_gemma":[0.9990434,0.0002027789,0.0001507622,0.0003342179,0.0001302324,0.0001385762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003282248,0.000339364,0.991506,0.00007402309,0.00002810248,0.0001545354,0.006796021,0.000006081827,0.0003749077,0.00006070561,0.000144558,0.0001875],"study_design_scores_gemma":[0.001084214,0.0005935666,0.9956728,0.000012637,0.00003778579,0.0003188228,0.001586563,3.486757e-7,0.00003570243,0.0003686843,0.0001688557,0.0001199914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648963,0.00009742485,0.000004267999,0.001489066,0.0001566837,0.0005381274,0.000003942066,0.00001575252,0.03279849],"genre_scores_gemma":[0.9958661,0.00000336423,0.0007226189,0.0004326465,0.00004790177,0.00005015262,0.000009131253,0.00001277877,0.002855265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03096989,"threshold_uncertainty_score":0.9996838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06709451851668174,"score_gpt":0.3801860363864956,"score_spread":0.3130915178698139,"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."}}