{"id":"W4414245169","doi":"10.1016/j.jns.2025.123699","title":"Prevalence and impact of neuro-ophthalmic multimorbidity on patient disposition and outcomes","year":2025,"lang":"en","type":"article","venue":"Journal of the Neurological Sciences","topic":"Ophthalmology and Eye Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; University of Toronto","funders":"","keywords":"Multimorbidity; Presentation (obstetrics); Comorbidity; Disease; Disposition","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001184923,0.000194546,0.0003328901,0.001063412,0.0007622009,0.001045922,0.0004159778,0.0005740019,0.004073127],"category_scores_gemma":[0.007804345,0.0002691787,0.001140955,0.001599877,0.0002966175,0.001036341,0.001257533,0.001028524,0.0003057177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006946083,"about_ca_system_score_gemma":0.001155357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01374209,"about_ca_topic_score_gemma":0.0172564,"domain_scores_codex":[0.9986097,0.000313051,0.0002315981,0.0002166036,0.0002240811,0.0004050604],"domain_scores_gemma":[0.9955887,0.0008006193,0.002271395,0.0002845072,0.0004349781,0.00061984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004539005,0.00002293789,0.998957,0.000003308994,0.00004526111,0.00002076832,0.00002564264,0.00002000667,0.00001357698,0.00002152679,0.000060601,0.000763945],"study_design_scores_gemma":[0.000001775506,0.00003950161,0.9993801,0.000007014045,0.00001850757,0.000119785,0.0002051512,0.0001196167,0.00001088829,0.00003921369,0.00005497693,0.000003424435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977887,0.0002778102,0.00006229512,0.000143624,0.00001064151,0.00000646222,0.0006396244,0.000004390885,0.001066581],"genre_scores_gemma":[0.9994137,0.00008061674,0.00004583169,0.00002529804,0.00001075317,0.000004389693,0.0003123553,0.000001257021,0.0001059149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01374209,"threshold_uncertainty_score":0.0273242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02553130856375792,"score_gpt":0.342651321579874,"score_spread":0.3171200130161161,"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."}}