{"id":"W4388234962","doi":"10.2196/52377","title":"App Characteristics and Accuracy Metrics of Available Digital Biomarkers for Autism: Scoping Review","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Autism; Computer science; mHealth; Data science; Psychology; Psychological intervention; Psychiatry","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":[0.068019,0.002222,0.007520458,0.04409904,0.001577301,0.00784628,0.004419656,0.003525234,0.004019251],"category_scores_gemma":[0.3620152,0.002042451,0.01206501,0.02768806,0.002590772,0.006927043,0.004376272,0.002171829,0.0007649219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006877427,"about_ca_system_score_gemma":0.0216212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01395456,"about_ca_topic_score_gemma":0.02480143,"domain_scores_codex":[0.9294214,0.01900613,0.0342719,0.004038452,0.012392,0.0008701046],"domain_scores_gemma":[0.5438663,0.3733962,0.03738193,0.005758556,0.03873693,0.0008600471],"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":[0.0003474431,0.0000361061,0.005689376,0.8582812,0.01020022,0.000161739,0.001319388,0.0003985353,0.0001790784,0.001054744,0.002743953,0.1195882],"study_design_scores_gemma":[0.00005907935,0.0001420124,0.005447197,0.9377881,0.03602761,0.0003485657,0.0006821287,0.0002071164,0.0003039088,0.0007648854,0.01817062,0.00005881851],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003045163,0.989815,0.001254313,0.0007807512,0.0002409448,0.001196575,0.002113211,0.00003713289,0.001516792],"genre_scores_gemma":[0.05377567,0.9308997,0.006867709,0.001022573,0.0002012709,0.004139839,0.002743635,0.00006173707,0.0002879015],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.068019,"threshold_uncertainty_score":0.3597232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1524569508097991,"score_gpt":0.427825035732215,"score_spread":0.2753680849224159,"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."}}