{"id":"W2789914560","doi":"10.2196/jmir.9462","title":"Detecting Motor Impairment in Early Parkinson’s Disease via Natural Typing Interaction With Keyboards: Validation of the neuroQWERTY Approach in an Uncontrolled At-Home Setting","year":2018,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Parkinson's Disease Mechanisms and Treatments","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychomotor learning; Parkinson's disease; Motor symptoms; Medicine; Disease; Physical medicine and rehabilitation; Movement disorders; Cohort; Adverse effect; Motor impairment; Psychology; Physical therapy; Psychiatry; Cognition; Internal medicine","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":[0.001649506,0.0008336445,0.0004981616,0.0006684064,0.0002528642,0.0004646888,0.0006730956,0.000560997,0.001212416],"category_scores_gemma":[0.004222696,0.0001840769,0.0002577257,0.0002243304,0.000535164,0.0002972375,0.0006922256,0.0003494045,0.0004187532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375957,"about_ca_system_score_gemma":0.0002329865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009007161,"about_ca_topic_score_gemma":0.001599692,"domain_scores_codex":[0.9983093,0.0009099409,0.0001122637,0.0003606199,0.0002356297,0.00007233468],"domain_scores_gemma":[0.9972543,0.001278374,0.0003384156,0.000243677,0.0005884117,0.000296686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02084318,0.01146002,0.3950613,0.001995613,0.0006835368,0.002025213,0.0077651,0.004578068,0.2929674,0.000364165,0.002232432,0.260024],"study_design_scores_gemma":[0.0009516005,0.02960544,0.8888667,0.0001507628,0.0004160203,0.002694308,0.002165847,0.01846744,0.05251089,0.000594613,0.003379553,0.0001968453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874942,0.0001147942,0.01083589,0.00002938239,0.00002442891,0.0004056405,0.000406049,0.0001249397,0.0005645913],"genre_scores_gemma":[0.9800755,0.0001285716,0.01820669,0.00006538018,0.00003059629,0.0006035423,0.0003923409,0.00002661687,0.0004707481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001649506,"threshold_uncertainty_score":0.008723497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03158476190214587,"score_gpt":0.3530120613664529,"score_spread":0.321427299464307,"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."}}