{"id":"W4285333332","doi":"10.2196/34786","title":"Effects and Processes of an mHealth Intervention for the Management of Chronic Diseases: Prospective Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; mHealth; Observational study; Psychological intervention; Intervention (counseling); Quality of life (healthcare); Chronic care; Family medicine; Self-management; Disease management; Physical therapy; Primary care; Disease; Nursing; 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":[0.004586297,0.0005769091,0.001094059,0.001068108,0.001942105,0.0010174,0.0005598678,0.0011622,0.00174621],"category_scores_gemma":[0.008346234,0.000791808,0.001334332,0.001163312,0.0007739294,0.0008734202,0.001123391,0.001507729,0.0005039354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001168448,"about_ca_system_score_gemma":0.002097104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00531208,"about_ca_topic_score_gemma":0.005829191,"domain_scores_codex":[0.9963802,0.001746255,0.0004280314,0.0004727781,0.0004617798,0.0005109169],"domain_scores_gemma":[0.9935195,0.002120362,0.002093228,0.0004804678,0.0006977473,0.001088684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003164813,0.021258,0.9460145,0.0007054729,0.0003164111,0.0003182716,0.01038515,0.0001282729,0.000806057,0.00006621827,0.0004770317,0.0163599],"study_design_scores_gemma":[0.000491393,0.01797751,0.9753888,0.0001264336,0.0001877307,0.0001606151,0.004120849,0.0001855568,0.000241832,0.00003550931,0.001048285,0.00003558155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983591,0.0002695567,0.000125725,0.00002784579,0.000007499741,0.0005795693,0.0002760103,0.000004429006,0.0003501646],"genre_scores_gemma":[0.9963737,0.0003723401,0.0006361959,0.000108622,0.00003332675,0.00163305,0.000515629,0.000004386528,0.000322737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00531208,"threshold_uncertainty_score":0.02425492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1509197381832405,"score_gpt":0.5654102466045238,"score_spread":0.4144905084212832,"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."}}