{"id":"W4409575114","doi":"10.2196/66791","title":"User Experience of and Adherence to a Smartphone App to Maintain Behavior Change and Self-Management in Patients With Work-Related Skin Diseases: Multistep, Single-Arm Feasibility Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rehabilitation; Mobile apps; Self-management; Quality of life (healthcare); Intervention (counseling); Rating scale; App store; Medicine; Physical therapy; Smartphone app; Scale (ratio); Behavior change; Computer science; Psychology; Applied psychology; Human–computer interaction; Nursing; World Wide Web; Artificial intelligence","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":[0.00397304,0.0006994288,0.0009494753,0.0006595078,0.001132423,0.0006830661,0.0004082912,0.0009274031,0.002073552],"category_scores_gemma":[0.004869249,0.00054904,0.0009862727,0.0003355713,0.0005741609,0.0007335362,0.001088734,0.001022913,0.0004959652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004342824,"about_ca_system_score_gemma":0.001342956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001074637,"about_ca_topic_score_gemma":0.001677588,"domain_scores_codex":[0.9980406,0.0008812255,0.0001895957,0.0002221879,0.0003082654,0.0003580674],"domain_scores_gemma":[0.9978871,0.0007326017,0.0003334525,0.0001924026,0.000364357,0.0004901178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02201345,0.2855829,0.5279911,0.0009548668,0.0004001689,0.0007120972,0.02465259,0.0007176683,0.01708002,0.0001452781,0.0008508002,0.1188991],"study_design_scores_gemma":[0.005157441,0.2909761,0.6923071,0.00008064287,0.0002538004,0.0003579987,0.005936187,0.00139926,0.002123577,0.00008733189,0.001222087,0.0000983582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983121,0.00002007685,0.0002158286,0.00001898742,0.000003600144,0.001182896,0.00003844855,0.000004530184,0.000203503],"genre_scores_gemma":[0.9919577,0.00007278893,0.002626043,0.0001265468,0.00002448173,0.004711335,0.00008527892,0.000003513077,0.0003923582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00397304,"threshold_uncertainty_score":0.02101165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09587756228622117,"score_gpt":0.492423703906826,"score_spread":0.3965461416206049,"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."}}