{"id":"W4289600570","doi":"10.2196/37354","title":"The Apple Watch for Monitoring Mental Health–Related Physiological Symptoms: Literature Review","year":2022,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Western Sydney University","keywords":"Mental health; Wearable computer; Applied psychology; Wheelchair; Psychology; Medicine; Computer science; 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":[0.005422434,0.001077864,0.00278062,0.01265356,0.0005395648,0.002650793,0.001869466,0.001971117,0.006465085],"category_scores_gemma":[0.02748765,0.0007883864,0.003565052,0.009504863,0.0007527221,0.003037728,0.001433074,0.001178987,0.001202134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001574881,"about_ca_system_score_gemma":0.006875256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005484642,"about_ca_topic_score_gemma":0.009088987,"domain_scores_codex":[0.9965076,0.0008072029,0.001322352,0.0003694948,0.0008899342,0.000103421],"domain_scores_gemma":[0.962219,0.03025693,0.003413476,0.0003901011,0.003433457,0.0002869818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001386647,0.00005789427,0.00131807,0.5357738,0.001129515,0.0001819555,0.0003615732,0.0001429602,0.0002242502,0.0007967249,0.008668928,0.4512056],"study_design_scores_gemma":[0.00007412959,0.000262715,0.01078283,0.8384834,0.0072379,0.001230743,0.0006086114,0.0001609667,0.0003059106,0.0007907586,0.1399938,0.00006823637],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002489092,0.9986749,0.0001088795,0.0002552166,0.00009589124,0.00004873515,0.0001179764,0.000007802191,0.0004418716],"genre_scores_gemma":[0.002430521,0.9964179,0.0004636131,0.0002574204,0.0001056532,0.0001007608,0.0001277098,0.000003963806,0.00009245463],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01265356,"threshold_uncertainty_score":0.02867687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09078286650219693,"score_gpt":0.4939061133408241,"score_spread":0.4031232468386272,"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."}}