{"id":"W4386261004","doi":"10.2196/48571","title":"Predicting Obsessive-Compulsive Disorder Events in Children and Adolescents in the Wild Using a Wearable Biosensor (Wrist Angel): Protocol for the Analysis Plan of a Nonrandomized Pilot Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Obsessive-Compulsive Spectrum Disorders","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novo Nordisk Fonden; Novo Nordisk","keywords":"Wearable computer; Protocol (science); Psychology; Medicine; Computer science; Alternative medicine; Embedded system","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"],"consensus_categories":[],"category_scores_codex":[0.005173963,0.0003842174,0.0008656256,0.001438604,0.0005099751,0.000120423,0.001196687,0.0001151228,0.00004657069],"category_scores_gemma":[0.0006013574,0.0002461943,0.0001896218,0.005499278,0.0004000755,0.0001738458,0.0004031178,0.001009033,0.00001335107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001103872,"about_ca_system_score_gemma":0.0001436664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003700908,"about_ca_topic_score_gemma":0.002540615,"domain_scores_codex":[0.9916616,0.004076829,0.0009810686,0.0009551626,0.001108828,0.001216501],"domain_scores_gemma":[0.9962468,0.001976891,0.0004536473,0.0009857443,0.0002376055,0.00009931382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01389282,0.005874197,0.9723089,0.0002196541,0.0005405022,0.00001696354,0.005239239,0.0003811649,0.0001152186,0.00001802002,0.0001494669,0.00124384],"study_design_scores_gemma":[0.05122473,0.002734413,0.9320438,0.001123727,0.00005025394,0.000004316057,0.008427721,0.003902246,0.00001277499,0.0001672919,0.0000743421,0.0002344113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.4078451,0.000003811802,0.00002641377,0.000134971,0.000005886781,0.5918682,0.00004727427,0.00002865747,0.00003971398],"genre_scores_gemma":[0.4475881,3.372851e-7,0.00002103052,0.0000122237,0.00003933498,0.5522653,0.000008368578,0.00003583473,0.00002949347],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04026515,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1564509770685021,"score_gpt":0.5047667095825389,"score_spread":0.3483157325140368,"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."}}