{"id":"W2888387837","doi":"10.2147/opth.s171935","title":"Evaluation of a smartphone photoscreening app to detect refractive amblyopia risk factors in children aged 1&amp;ndash;6 years","year":2018,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College","funders":"","keywords":"Medicine; Strabismus; Optometry; Grading (engineering); Gold standard (test); Ophthalmology; Smartphone app; Risk factor; Pediatrics; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004818738,0.0002536232,0.0009763218,0.0003056445,0.000102167,0.000004560092,0.0001768846,0.0004565956,0.0007583037],"category_scores_gemma":[0.008182372,0.0002254008,0.0002248563,0.0004995262,0.0006626745,0.00006738245,0.0002028115,0.0006860179,0.0002013843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001129559,"about_ca_system_score_gemma":0.0001774035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005638752,"about_ca_topic_score_gemma":0.00003422339,"domain_scores_codex":[0.9959016,0.001533869,0.0009983182,0.0006481442,0.0004653455,0.0004527478],"domain_scores_gemma":[0.9974343,0.001049622,0.0004104703,0.0004934763,0.0004007944,0.0002112924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001565099,0.0007235128,0.9928879,0.000008445062,0.0004652313,0.00002553784,0.000598296,0.000005900852,0.000775317,0.0000019092,0.0002093365,0.002733562],"study_design_scores_gemma":[0.003923738,0.009599773,0.9840072,0.00007791257,0.0005076797,0.0003096007,0.0001320093,0.00003424524,0.0008041486,0.0003872022,0.00002682394,0.0001896682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997242,0.00008334605,0.00004441904,0.00007737106,0.0004800236,0.00117305,0.00002373929,0.00003515399,0.0008408651],"genre_scores_gemma":[0.9978836,0.0000203125,0.001400039,0.0001192869,0.0002793126,0.00006055652,0.00003278438,0.00002981239,0.0001743667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008880655,"threshold_uncertainty_score":0.9795654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1440787978602206,"score_gpt":0.4794655174091464,"score_spread":0.3353867195489258,"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."}}