{"id":"W4398167607","doi":"10.2196/50117","title":"Machine Learning Models for Parkinson Disease: Systematic Review","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Parkinson's disease; Computer science; Disease; Systematic review; Medicine; MEDLINE; Data science; Artificial intelligence; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01040692,0.001820683,0.008408234,0.007398149,0.0005142383,0.002330272,0.002403656,0.002062037,0.007671834],"category_scores_gemma":[0.0467392,0.0008604525,0.01066277,0.006744766,0.0007512244,0.002253796,0.001206374,0.001742573,0.0006303293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003107738,"about_ca_system_score_gemma":0.009521438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008349735,"about_ca_topic_score_gemma":0.01865993,"domain_scores_codex":[0.9930803,0.003179789,0.001889249,0.000502909,0.001180721,0.0001669739],"domain_scores_gemma":[0.9632468,0.03036385,0.003811488,0.0004463076,0.001933192,0.0001982818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00019446,0.00002534733,0.0006733801,0.9221566,0.0139191,0.00007267942,0.00007841615,0.000427257,0.00006525344,0.0003848523,0.003403455,0.05859911],"study_design_scores_gemma":[0.0002935442,0.0002347455,0.002660964,0.8844867,0.08596872,0.0002844186,0.0001061372,0.0005412654,0.0001376665,0.001042027,0.02419186,0.00005200263],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002692011,0.9986412,0.0002277736,0.0002656681,0.00007808593,0.0001316919,0.0002325877,0.00001205481,0.0001417052],"genre_scores_gemma":[0.007015418,0.9909649,0.0008127324,0.0004106996,0.0001199059,0.0003610546,0.0002256463,0.000006306002,0.00008333315],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01040692,"threshold_uncertainty_score":0.05503768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0273584571513518,"score_gpt":0.3247353949220119,"score_spread":0.29737693777066,"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."}}