{"id":"W3214214791","doi":"10.1017/cjn.2021.255","title":"The Virtual Neuro-Ophthalmic Exam","year":2021,"lang":"fr","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Content (measure theory); Medicine; Medical physics; Multimedia; Information retrieval; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003752368,0.0006003776,0.0004684359,0.001732291,0.0009534636,0.001555625,0.0006156619,0.001085844,0.0854935],"category_scores_gemma":[0.002648506,0.0002142995,0.0004709184,0.0005165477,0.0003159687,0.001481104,0.00197248,0.001832148,0.01811278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006486174,"about_ca_system_score_gemma":0.001311029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00429281,"about_ca_topic_score_gemma":0.003975803,"domain_scores_codex":[0.9995813,0.00008979759,0.00002927074,0.00006934766,0.0001716491,0.00005868914],"domain_scores_gemma":[0.9993258,0.0001274853,0.00003211795,0.0001023808,0.0001834649,0.0002287228],"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":[0.0007008199,0.0004739334,0.01105122,0.0003716254,0.0000650587,0.0649943,0.0006428899,0.001338452,0.01090828,0.01546249,0.5482156,0.3457753],"study_design_scores_gemma":[0.00009049748,0.0003612986,0.03215457,0.001004692,0.00004338043,0.1091183,0.000630106,0.002768226,0.005389993,0.01131013,0.8369538,0.0001750834],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08073127,0.006764679,0.02828752,0.03096477,0.00898666,0.001105435,0.02016738,0.003320183,0.8196722],"genre_scores_gemma":[0.4935932,0.007081037,0.03577244,0.01060175,0.002804821,0.0005276288,0.007972647,0.0009960035,0.4406505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0854935,"threshold_uncertainty_score":0.2860042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1295957527455391,"score_gpt":0.4145204852166069,"score_spread":0.2849247324710678,"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."}}