{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01026065,0.0009924864,0.001035814,0.001471393,0.0005647904,0.0009861257,0.001541575,0.0008390808,0.00189557],"category_scores_gemma":[0.02124706,0.0004910495,0.001245966,0.0005789972,0.0004347652,0.0005386383,0.00112952,0.001383969,0.0003268147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001460691,"about_ca_system_score_gemma":0.001886267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02034967,"about_ca_topic_score_gemma":0.01026302,"domain_scores_codex":[0.9978971,0.001344898,0.00009938017,0.0003193696,0.0002004801,0.0001388444],"domain_scores_gemma":[0.9793591,0.01680627,0.001144901,0.000473629,0.00190957,0.0003065364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0006868427,0.0002956495,0.1280897,0.00009092999,0.0004528463,0.0002852344,0.0001427937,0.8354031,0.0005709516,0.001594582,0.001032234,0.03135498],"study_design_scores_gemma":[0.00002646014,0.00008873183,0.004382431,0.00001215929,0.00004520703,0.00004679657,0.0000133977,0.9944758,0.0000893265,0.0006887335,0.0001219243,0.000009084119],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7665098,0.0006229478,0.2275762,0.001020726,0.00006952311,0.0004053552,0.001761704,0.0006421745,0.001391683],"genre_scores_gemma":[0.9656274,0.00015962,0.0322807,0.00008393283,0.00002590327,0.0002063111,0.001253747,0.00002112633,0.0003412448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02034967,"threshold_uncertainty_score":0.05426413,"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."}}