{"id":"W4226230090","doi":"10.2196/35352","title":"Health-Related Quality of Life Among Members Using an On Demand Behavioral Health Platform: Pilot Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Anxiety; Patient Health Questionnaire; Quality of life (healthcare); Medicine; Observational study; Depression (economics); Health care; Clinical psychology; Psychiatry; Nursing","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":[0.001540978,0.0004201512,0.0005943408,0.0009437977,0.001282585,0.0007610455,0.0006217248,0.0008419341,0.002196842],"category_scores_gemma":[0.00201926,0.0005503097,0.0009546167,0.0007218042,0.000537676,0.0009735795,0.0009905093,0.001591624,0.0007549501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007330952,"about_ca_system_score_gemma":0.0006172045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004463265,"about_ca_topic_score_gemma":0.006223389,"domain_scores_codex":[0.9993001,0.0002395692,0.00006593691,0.0001025119,0.0001248283,0.0001668981],"domain_scores_gemma":[0.9977271,0.0003738599,0.0006149649,0.0001768457,0.0002698216,0.0008374117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001030685,0.0078604,0.9840223,0.00006502668,0.00008851897,0.0001950305,0.001610569,0.00006225523,0.000441476,0.0000208624,0.0002925161,0.004310243],"study_design_scores_gemma":[0.0001645793,0.006972334,0.9885772,0.00002615779,0.00006710822,0.0002076123,0.003053482,0.0003053686,0.0001415831,0.00002695561,0.000434442,0.00002326841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995264,0.00002676043,0.00003247057,0.0000104592,0.000002264896,0.0001029288,0.0001515269,0.000001797895,0.0001455261],"genre_scores_gemma":[0.998898,0.00005260429,0.0002042701,0.00005742964,0.00001170525,0.0002049922,0.0003469764,0.000001861208,0.0002221685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004463265,"threshold_uncertainty_score":0.008874536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6456534648850338,"score_gpt":0.6148509500303792,"score_spread":0.03080251485465468,"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."}}