{"id":"W4200288749","doi":"10.2196/29916","title":"Adoption and Appropriateness of mHealth for Weight Management in the Real World: A Qualitative Investigation of Patient Perspectives","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; U.S. Department of Veterans Affairs","keywords":"mHealth; Weight management; Psychological intervention; Qualitative research; Usability; Health care; Coaching; Health coaching; Health information technology; Medicine; Psychology; Nursing; Obesity; Intervention (counseling); Overweight; Computer science","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":[0.03040993,0.000698264,0.0009679007,0.001733341,0.006522141,0.004857576,0.002036216,0.002206804,0.002709403],"category_scores_gemma":[0.04282169,0.0008656568,0.0008082461,0.001647219,0.00778153,0.005331772,0.00573834,0.00379049,0.0003829373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005255056,"about_ca_system_score_gemma":0.005490446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006538702,"about_ca_topic_score_gemma":0.008528579,"domain_scores_codex":[0.972981,0.02216727,0.0008274233,0.0009497246,0.001327472,0.001747031],"domain_scores_gemma":[0.9432219,0.04831169,0.002700539,0.0009016801,0.002970474,0.001893832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000400255,0.00004322336,0.002843734,0.0001096241,0.000007100823,0.0003805418,0.9926279,0.00002700923,0.0005089621,0.0004341752,0.0002079014,0.002769921],"study_design_scores_gemma":[0.000009204444,0.00008779261,0.001186558,0.0001433742,0.000007430989,0.0002277267,0.9946425,0.0001227182,0.0003500743,0.0002118145,0.002991186,0.00001958204],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904633,0.0005123079,0.003135534,0.00282377,0.00004920207,0.0002794301,0.0002210232,0.00001935441,0.002496079],"genre_scores_gemma":[0.9946187,0.0008135777,0.001701514,0.001077635,0.00002390451,0.0004759262,0.00009689567,0.00003052708,0.001161238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03040993,"threshold_uncertainty_score":0.160825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1499789876552806,"score_gpt":0.5517640395332322,"score_spread":0.4017850518779515,"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."}}