{"id":"W4413230374","doi":"10.2196/82039","title":"Family-Focused Digital Mental Health Care for Oppositional Symptoms: A Retrospective Analysis of Pediatric and Caregiver Outcomes (Preprint)","year":2025,"lang":"en","type":"preprint","venue":"JMIR Pediatrics and Parenting","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Context (archaeology); Psychological intervention; Mood; Medicine; Clinical psychology; Caregiver stress; Stressor; Anxiety; Psychiatry; Psychology; Dementia","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":[0.001139105,0.0002346328,0.00029175,0.00102485,0.0006441557,0.0006751682,0.0002577335,0.0002835255,0.0009745488],"category_scores_gemma":[0.003006543,0.0003272378,0.0005632194,0.00190382,0.0002798055,0.0005964908,0.0007280615,0.000511149,0.0003014507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006603635,"about_ca_system_score_gemma":0.000815889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01531303,"about_ca_topic_score_gemma":0.01571159,"domain_scores_codex":[0.9991652,0.0002259444,0.0001778385,0.0001332433,0.0001634798,0.0001343156],"domain_scores_gemma":[0.9974144,0.0003141646,0.001448004,0.0002002329,0.0003803201,0.0002429329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003861221,0.00002260411,0.9987378,0.00001008423,0.00001574144,0.00005002551,0.0001869728,0.000009568811,0.00002776225,0.00000570698,0.0001435813,0.000751673],"study_design_scores_gemma":[0.000005411441,0.0001057625,0.9984753,0.00002037086,0.00001753267,0.0002023086,0.0007991671,0.00003572801,0.00005085326,0.000005670709,0.0002788952,0.000003073526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981574,0.0001953384,0.00007142113,0.00003093297,0.000004090392,0.00003794946,0.001261186,0.00000276727,0.000238971],"genre_scores_gemma":[0.9974174,0.0003432602,0.0001454598,0.00005070433,0.000009980334,0.00009705876,0.001814016,0.000003481305,0.0001185379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01531303,"threshold_uncertainty_score":0.03044778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01846193868372159,"score_gpt":0.3143151215974168,"score_spread":0.2958531829136952,"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."}}