{"id":"W4416357180","doi":"10.22379/anc.v41i4.1974","title":"Non-motor symptoms in Parkinson's disease: Recognition, diagnosis, and implications for comprehensive management","year":2025,"lang":"es","type":"article","venue":"Acta neurológica colombiana","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Multidisciplinary approach; Quality of life (healthcare); Disease; Clinical Practice; Signs and symptoms; Health care; Identification (biology); Motor symptoms","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001028461,0.0005029459,0.0006511597,0.0005156335,0.0003327165,0.0001526656,0.0002469837,0.000166221,0.00005183377],"category_scores_gemma":[0.0001014606,0.0005335364,0.0002189713,0.0006212289,0.0001355975,0.0001453719,0.0002145374,0.0002104182,0.00003347579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002399384,"about_ca_system_score_gemma":0.0001728725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004969743,"about_ca_topic_score_gemma":0.00002487628,"domain_scores_codex":[0.9972936,0.0001018589,0.0005452688,0.001182952,0.000208082,0.000668249],"domain_scores_gemma":[0.9978736,0.0005132475,0.0001935734,0.0007067668,0.0001859309,0.0005268912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003753895,0.005877631,0.7948079,0.003452474,0.001986592,0.0005991994,0.00007818032,0.000002101878,0.0006361224,0.004960165,0.04180031,0.1420455],"study_design_scores_gemma":[0.005236807,0.0004582382,0.6964589,0.0006941033,0.001329613,0.000003316204,0.00004891157,0.0002177736,0.00005901502,0.001983294,0.2932367,0.0002733271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644502,0.006335087,0.00005090411,0.01811621,0.0005043238,0.006687694,0.002029862,0.0001305378,0.00169517],"genre_scores_gemma":[0.973673,0.01508373,0.0002119889,0.004423812,0.00008632903,0.005518023,0.0004384552,0.00005920693,0.0005054638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2514364,"threshold_uncertainty_score":0.9997116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02178431726896451,"score_gpt":0.2894824713551017,"score_spread":0.2676981540861372,"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."}}