{"id":"W4409652069","doi":"10.1097/wno.0000000000002346","title":"Multivariable Prediction Model for Suspected Ocular Myasthenia Gravis: Development and Validation","year":2025,"lang":"en","type":"article","venue":"Journal of Neuro-Ophthalmology","topic":"Myasthenia Gravis and Thymoma","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Myasthenia gravis; Medicine; Diplopia; Ptosis; Repetitive nerve stimulation; Receiver operating characteristic; Bayesian network; Internal medicine; Machine learning; Surgery; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.000377345,0.0001507555,0.0004048711,0.0003175756,0.0001035955,0.00001896097,0.00008243527,0.0001295334,0.00002510198],"category_scores_gemma":[0.0003131191,0.0001245284,0.00009699294,0.0001567466,0.00004279291,0.00008959459,0.00003615253,0.0002311324,0.000001324895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006253527,"about_ca_system_score_gemma":0.0002497695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003001339,"about_ca_topic_score_gemma":1.72604e-7,"domain_scores_codex":[0.9987285,0.00006563965,0.0006209469,0.0002031873,0.0001716032,0.000210171],"domain_scores_gemma":[0.9989659,0.0001452397,0.000280322,0.0001448665,0.0003570259,0.0001066655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01426401,0.003235763,0.332309,0.001639053,0.002368432,0.004550801,0.003545659,0.005421977,0.5917614,0.01416276,0.01033967,0.01640143],"study_design_scores_gemma":[0.03162168,0.007066571,0.4886551,0.0011365,0.001881646,0.08814122,0.0003951177,0.236791,0.08312307,0.03396673,0.02638509,0.0008362498],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813665,0.0001843332,0.01633941,0.000946863,0.0003670276,0.0003587934,0.000006681738,0.00001468182,0.0004157329],"genre_scores_gemma":[0.9832659,0.00001467596,0.0153372,0.0001583144,0.000101342,0.00001522513,0.00001391693,0.00001868039,0.001074737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5086384,"threshold_uncertainty_score":0.5078119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0290772635762679,"score_gpt":0.3017753345761275,"score_spread":0.2726980709998597,"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."}}