{"id":"W2964837956","doi":"10.1177/1357633x19864823","title":"Video interpretation and diagnosis of pediatric amblyopia and eye disease","year":2019,"lang":"en","type":"article","venue":"Journal of Telemedicine and Telecare","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Surgical Specialties (Canada); University of Waterloo; University of Toronto; McMaster University","funders":"Physicians' Services Incorporated Foundation","keywords":"Medicine; Strabismus; Torticollis; Eye examination; Pediatric ophthalmology; Medical diagnosis; Physical examination; Optometry; Pediatrics; Ophthalmology; Visual acuity; Surgery; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005599544,0.0003958966,0.0003772376,0.001435996,0.0001814271,0.0006498865,0.0005113446,0.0005915702,0.000935106],"category_scores_gemma":[0.02799598,0.0002175386,0.0002422273,0.0005250843,0.0003794319,0.000622012,0.0006133585,0.0004059145,0.0001938602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002932574,"about_ca_system_score_gemma":0.0004582987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001218924,"about_ca_topic_score_gemma":0.001386311,"domain_scores_codex":[0.9934681,0.003625648,0.0005582859,0.0005520986,0.001518789,0.0002771848],"domain_scores_gemma":[0.978569,0.01029362,0.007237896,0.0005896597,0.002831692,0.0004780653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009939127,0.00008496134,0.9715559,0.0001516286,0.00006150199,0.0002715288,0.0001886638,0.0002027793,0.002320552,0.00002394608,0.0001066751,0.02403795],"study_design_scores_gemma":[0.00005830951,0.002936712,0.982882,0.0001275386,0.000122453,0.004866117,0.0003615944,0.002157544,0.005813239,0.00004647572,0.0006063707,0.00002164659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949632,0.001935498,0.001874933,0.00005090446,0.00002922328,0.0000736096,0.0001110436,0.00001735689,0.0009443412],"genre_scores_gemma":[0.9966363,0.0003558341,0.002627506,0.00002945028,0.00002523459,0.00003373112,0.0001401975,0.000003279748,0.0001484747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005599544,"threshold_uncertainty_score":0.02961355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01180019680773446,"score_gpt":0.3214291840154255,"score_spread":0.309628987207691,"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."}}