{"id":"W4386451499","doi":"10.2196/47486","title":"Toward Personalized Medicine Approaches for Parkinson Disease Using Digital Technologies","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disease; Medicine; Neurodegeneration; Parkinson's disease; Psychological intervention; Precision medicine; Personalized medicine; Observational study; Intensive care medicine; Neuroscience; Bioinformatics; Psychology; Psychiatry; Pathology; Biology","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":[0.005185254,0.0007696431,0.0008217088,0.001734735,0.0009644704,0.006043653,0.001599269,0.003146467,0.01301613],"category_scores_gemma":[0.01264272,0.0003453915,0.001489379,0.001382117,0.001859743,0.005093491,0.00417527,0.005117651,0.005300193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616656,"about_ca_system_score_gemma":0.002845236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001496626,"about_ca_topic_score_gemma":0.002505925,"domain_scores_codex":[0.9972425,0.00136246,0.0001514653,0.0003654042,0.0007157207,0.0001624331],"domain_scores_gemma":[0.9942558,0.003130985,0.0003537687,0.0006997397,0.001075563,0.0004839835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002048046,0.000264681,0.007515543,0.002719949,0.0003459862,0.0005945998,0.001280028,0.004136123,0.004245717,0.1544774,0.09355275,0.7306624],"study_design_scores_gemma":[0.00006906784,0.0002418926,0.003715127,0.002294834,0.0002842805,0.001032385,0.001094403,0.007253571,0.0031009,0.2326527,0.7481603,0.0001005875],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.019062,0.1984461,0.3674816,0.2644053,0.006974458,0.0006281204,0.002784214,0.003663489,0.1365548],"genre_scores_gemma":[0.2744465,0.2830721,0.3195827,0.07108825,0.007458895,0.001070828,0.00361657,0.0007331841,0.03893102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01301613,"threshold_uncertainty_score":0.04354328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.255762205921811,"score_gpt":0.4269150954849313,"score_spread":0.1711528895631204,"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."}}