{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001396059,0.00009621394,0.0002463232,0.0003848819,0.0002788212,0.00007764196,0.00008295547,0.00004316729,0.00005896212],"category_scores_gemma":[0.0004654243,0.0000816883,0.00007720618,0.0006478626,0.0002143078,0.0004525356,0.0001766308,0.0003386486,0.00003768707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001705872,"about_ca_system_score_gemma":0.0001777865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001225076,"about_ca_topic_score_gemma":0.00004900882,"domain_scores_codex":[0.9983342,0.0002586141,0.0003692216,0.0002529356,0.0003707218,0.0004143418],"domain_scores_gemma":[0.9991097,0.0002700393,0.00005528225,0.0001612904,0.0002750591,0.0001286099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001430474,0.003230355,0.9473339,0.0009917017,0.00008277172,0.00002101517,0.008915463,1.245815e-7,3.762338e-7,0.0005649304,0.01253168,0.02618469],"study_design_scores_gemma":[0.002827294,0.001803116,0.9746319,0.0001239087,0.000004425376,0.00001384446,0.01272992,0.0002820697,0.000007298622,0.006090628,0.001424286,0.00006127108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911998,0.0001480029,0.00003833535,0.001390464,0.00004167626,0.006291924,0.00006774006,0.0001094735,0.0007126045],"genre_scores_gemma":[0.9947373,0.00001764567,0.00005593898,0.00003013911,0.00002041259,0.004748111,0.0001558012,0.00000939972,0.0002252571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02729808,"threshold_uncertainty_score":0.3331152,"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."}}