{"id":"W4318934909","doi":"10.2196/42611","title":"The Use of Sensors to Detect Anxiety for In-the-Moment Intervention: Scoping Review","year":2023,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cure Kids","keywords":"Anxiety; Psychological intervention; PsycINFO; Distress; Randomized controlled trial; Clinical psychology; Psychology; Medicine; MEDLINE; Applied psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017594,0.0001383041,0.0002770915,0.0001111383,0.0002478819,0.00003434799,0.0002752692,0.00003412263,0.00005575083],"category_scores_gemma":[0.00003982152,0.00009804964,0.0002373781,0.0006544607,0.00005141885,0.00009957988,0.00009523272,0.0001237345,0.0002347441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002665083,"about_ca_system_score_gemma":0.00004689894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002160569,"about_ca_topic_score_gemma":0.0009178318,"domain_scores_codex":[0.9975126,0.0003806886,0.001019378,0.0002864161,0.0002568103,0.0005441367],"domain_scores_gemma":[0.99883,0.0002997271,0.0002724391,0.0004369733,0.00003223814,0.0001285875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003848143,0.0006899484,0.0004218148,0.01787491,0.00004865713,0.000004180499,0.003610773,0.000004464036,0.000006846272,0.004210287,0.2748485,0.6978949],"study_design_scores_gemma":[0.004579161,0.01061866,0.04092239,0.2123731,0.00003312798,0.0001312822,0.00668934,0.00006598786,0.0003185297,0.00124655,0.7223188,0.0007030858],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6581573,0.03381618,0.0005668898,0.2226402,0.01024531,0.07090744,0.001501748,0.0004321229,0.001732759],"genre_scores_gemma":[0.9280959,0.006782532,0.001447214,0.02662361,0.0002867931,0.02217952,0.000431247,0.0001601055,0.01399308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6971918,"threshold_uncertainty_score":0.3998348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1368345603876704,"score_gpt":0.4994145998663932,"score_spread":0.3625800394787227,"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."}}