{"id":"W4415397009","doi":"10.2196/70990","title":"Using Mobile Assessments to Characterize Mental and Physical Health Behaviors in Youth: Protocol for a Pilot Intensive Longitudinal Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mental Health Research Topics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Longitudinal study; Protocol (science); Mental health; Unpacking; mHealth; Foundation (evidence)","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":[0.03112197,0.003016727,0.00278351,0.001955667,0.00514527,0.001571122,0.002410974,0.002697736,0.02606266],"category_scores_gemma":[0.0207691,0.002031152,0.00206599,0.001788648,0.001774224,0.001569536,0.002620173,0.004685762,0.008829272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002592709,"about_ca_system_score_gemma":0.01092789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004217817,"about_ca_topic_score_gemma":0.00753622,"domain_scores_codex":[0.9860119,0.009270893,0.001510743,0.001027291,0.001201006,0.0009780563],"domain_scores_gemma":[0.9866585,0.002599507,0.00139675,0.002515994,0.005225787,0.001603524],"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":[0.162387,0.1541793,0.04020241,0.01448596,0.001016861,0.002307618,0.008698978,0.01255251,0.01716808,0.007926615,0.1553087,0.423766],"study_design_scores_gemma":[0.2380154,0.2298619,0.1997291,0.006355612,0.001028548,0.0009506149,0.007645727,0.0119482,0.01212636,0.0108239,0.2805459,0.000968526],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006231376,0.0000560854,0.006226478,0.0001327847,0.000090391,0.98474,0.001567604,0.0001089937,0.0008462633],"genre_scores_gemma":[0.001810729,0.00002982572,0.003382096,0.00005725138,0.0000124399,0.9943095,0.0002126046,0.000003948424,0.0001815436],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03112197,"threshold_uncertainty_score":0.1645907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7422680584416942,"score_gpt":0.7368219344785395,"score_spread":0.005446123963154692,"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."}}