{"id":"W3106773559","doi":"10.2196/21543","title":"Smartphone-Based Monitoring of Parkinson Disease: Quasi-Experimental Study to Quantify Hand Tremor Severity and Medication Effectiveness","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Parkinson's disease; Medicine; Disease; Physical medicine and rehabilitation; Internal medicine","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":[0.005637745,0.0008815717,0.001283342,0.0004441519,0.001094989,0.0007097695,0.0005614354,0.001016786,0.004145663],"category_scores_gemma":[0.006407448,0.0006632111,0.0009709459,0.0002328753,0.001281969,0.0007837001,0.0006860256,0.001096547,0.0008766781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005060466,"about_ca_system_score_gemma":0.00132399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001102199,"about_ca_topic_score_gemma":0.001872555,"domain_scores_codex":[0.9975749,0.001164761,0.0002034778,0.0004964274,0.0003089595,0.0002515126],"domain_scores_gemma":[0.9938613,0.002398445,0.001124072,0.0008085257,0.0009553345,0.0008523005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.06975218,0.6389257,0.1378469,0.003216574,0.001312406,0.0006411642,0.01481823,0.00125433,0.03122821,0.0008058069,0.003668223,0.0965303],"study_design_scores_gemma":[0.01467758,0.7197682,0.2515554,0.0001780225,0.0004865246,0.0001686467,0.003159753,0.002582557,0.003071493,0.0004921988,0.00373624,0.000123348],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940942,0.00008448192,0.0009215887,0.00005854453,0.00004959511,0.004108671,0.0002213075,0.00002083871,0.0004407247],"genre_scores_gemma":[0.9713669,0.0001592188,0.007696556,0.0003232197,0.00009356208,0.01808933,0.0004124302,0.00001129787,0.001847571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005637745,"threshold_uncertainty_score":0.02981561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07071951604629892,"score_gpt":0.4009936539841872,"score_spread":0.3302741379378883,"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."}}