{"id":"W4361015781","doi":"10.2196/41227","title":"Engagement, Retention, and Acceptability in a Digital Health Program for Atopic Dermatitis: Prospective Interventional Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Atopic dermatitis; Medicine; mHealth; Quality of life (healthcare); Anxiety; Physical therapy; Psychological intervention; 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":[0.00439036,0.0005829892,0.0007271113,0.0006455591,0.001161853,0.001379022,0.0005231722,0.0009917681,0.003544932],"category_scores_gemma":[0.005274157,0.0005117335,0.001297667,0.0005361964,0.0007672255,0.00118676,0.0009103192,0.001574202,0.0006413595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000919202,"about_ca_system_score_gemma":0.001407574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001860554,"about_ca_topic_score_gemma":0.0016593,"domain_scores_codex":[0.9972401,0.00121418,0.0002207958,0.0003273518,0.0004412521,0.0005564009],"domain_scores_gemma":[0.9961164,0.001198821,0.001085847,0.0002811469,0.0003616552,0.0009561051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04129405,0.3101004,0.5861995,0.0005591013,0.0007310012,0.0002852352,0.005029355,0.000272241,0.001539089,0.0001503511,0.0006916003,0.05314802],"study_design_scores_gemma":[0.008169531,0.2371443,0.7481101,0.0001165518,0.0005134357,0.0001606457,0.002647563,0.0009422557,0.0007219749,0.0001104235,0.001308176,0.0000550137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987708,0.00003743601,0.00005173717,0.00001947139,0.000004862095,0.0007177569,0.00005609481,0.000003727941,0.0003380773],"genre_scores_gemma":[0.997084,0.00006773044,0.0003303987,0.0001007392,0.00002746508,0.001763124,0.0001432008,0.000002861741,0.0004805825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00439036,"threshold_uncertainty_score":0.02321869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08938309827613442,"score_gpt":0.480111224281247,"score_spread":0.3907281260051125,"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."}}