{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008732511,0.0003666136,0.002343141,0.0003198635,0.002780851,0.000007400634,0.0003707364,0.0001165637,0.0003833821],"category_scores_gemma":[0.001870249,0.0003070644,0.0001727859,0.001156136,0.0001354691,0.0001409987,0.0002687423,0.0009658049,0.00008555917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006423744,"about_ca_system_score_gemma":0.004302289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005492088,"about_ca_topic_score_gemma":0.00003177274,"domain_scores_codex":[0.9898256,0.003042515,0.004490465,0.0006871993,0.00067914,0.001275064],"domain_scores_gemma":[0.9916322,0.002723915,0.003176695,0.001041209,0.0003503214,0.001075679],"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":[0.00006466802,0.0001292266,0.001022503,0.9661396,0.00001107801,0.000001271988,0.0004209431,5.928997e-7,0.000001037603,0.0009240877,0.02269216,0.00859288],"study_design_scores_gemma":[0.002205069,0.0007324228,0.001142845,0.8854632,0.0002380797,0.0000209023,0.003199526,0.0002079963,5.450588e-7,0.0002303875,0.1060927,0.0004664036],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004159304,0.9197326,0.0002558995,0.01136201,0.001098747,0.0595445,0.0003441976,0.0002288767,0.003273817],"genre_scores_gemma":[0.05114717,0.7221965,0.0006873086,0.06762866,0.0002755756,0.1568107,0.0002897547,0.0001049074,0.0008594521],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1975362,"threshold_uncertainty_score":0.9999381,"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."}}