{"id":"W4288065773","doi":"10.2196/35722","title":"Digital Biomarker–Based Studies: Scoping Review of Systematic Reviews","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Systematic review; Psychological intervention; Medicine; International Classification of Functioning, Disability and Health; Randomized controlled trial; MEDLINE; mHealth; Digital health; Population; Cochrane Library; Physical therapy; Gerontology; Health care; Pathology; Psychiatry; Rehabilitation; Environmental health","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06195438,0.00379538,0.01535571,0.04454255,0.002001072,0.006573083,0.004601128,0.004750696,0.01064609],"category_scores_gemma":[0.239664,0.002794357,0.01403027,0.03621744,0.002392836,0.007206358,0.005892787,0.00286084,0.001253761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00971876,"about_ca_system_score_gemma":0.04248021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008592924,"about_ca_topic_score_gemma":0.02006572,"domain_scores_codex":[0.9238654,0.02869897,0.03329875,0.003555478,0.009433311,0.001148062],"domain_scores_gemma":[0.8207695,0.1229312,0.03154171,0.005002709,0.01870788,0.001047019],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009431884,0.00001487409,0.000280092,0.9672737,0.004616008,0.00005344543,0.0002774952,0.00009625914,0.00009907633,0.0003981563,0.001709738,0.02508695],"study_design_scores_gemma":[0.00008729515,0.00004539852,0.0004933672,0.9713917,0.01785021,0.00007239935,0.0001649093,0.00005737931,0.00007916224,0.0003608233,0.009378174,0.00001910676],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008377915,0.9852506,0.002350531,0.0008911681,0.0005353611,0.007152908,0.002042877,0.00005970992,0.0008790687],"genre_scores_gemma":[0.01063626,0.9624615,0.007839481,0.001164431,0.0002750762,0.01597949,0.001327619,0.00003498913,0.0002811243],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9380456,"threshold_uncertainty_score":0.32765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3051946097782026,"score_gpt":0.5553062686865768,"score_spread":0.2501116589083743,"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."}}