{"id":"W4312518437","doi":"10.2196/41815","title":"Trajectories of Symptoms in Digital Interventions for Depression and Anxiety Using Routine Outcome Monitoring Data: Secondary Analysis Study","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Psychological intervention; Randomized controlled trial; Depression (economics); Intervention (counseling); Medicine; Latent class model; Clinical psychology; Physical therapy; Psychology; Psychiatry; Internal medicine","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":[0.01327483,0.0007806449,0.001465936,0.002192692,0.0009261678,0.0009609688,0.0009454533,0.0007665348,0.003128571],"category_scores_gemma":[0.02867483,0.0004292946,0.003508053,0.002728947,0.0006073056,0.00102184,0.001714855,0.00143452,0.0006465772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001624512,"about_ca_system_score_gemma":0.002763061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00479304,"about_ca_topic_score_gemma":0.004042276,"domain_scores_codex":[0.9864205,0.008078882,0.001624825,0.001401054,0.001699816,0.0007749058],"domain_scores_gemma":[0.9761493,0.008611821,0.007644358,0.003832069,0.002835643,0.000926888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0460558,0.0115378,0.8498143,0.002132939,0.004508399,0.000172029,0.002186681,0.001489049,0.001004239,0.0005841224,0.004516681,0.07599784],"study_design_scores_gemma":[0.006284079,0.02699921,0.9535422,0.0003588013,0.002502637,0.0001875478,0.0008589305,0.003468915,0.001415316,0.0005745384,0.003703678,0.0001043134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837695,0.0005463136,0.00315847,0.0001210479,0.00004489075,0.006007771,0.004856457,0.00006622564,0.001429242],"genre_scores_gemma":[0.9814413,0.0001729424,0.002519913,0.0001404548,0.00004447492,0.01071395,0.004280288,0.00002524856,0.000661446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01327483,"threshold_uncertainty_score":0.07020479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1680668697727548,"score_gpt":0.5020157038553354,"score_spread":0.3339488340825806,"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."}}