{"id":"W3041298171","doi":"10.2196/17919","title":"Design and Development of a Digital Weight Management Intervention (ToDAy): Qualitative Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cancer Council Western Australia; National Institute of Diabetes and Digestive and Kidney Diseases; National Cancer Institute; Healthway; Australian Government","keywords":"Weight management; Focus group; Thematic analysis; Behavior change; Intervention (counseling); Weight loss; Applied psychology; Qualitative research; Overweight; Usability; Psychology; Psychological intervention; mHealth; Behavior change methods; Digital health; Medicine; Social psychology; Computer science; Obesity; Health care; Marketing; Business","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":[0.01809432,0.0006398039,0.0009345026,0.001986842,0.00622725,0.002953759,0.001944926,0.00179143,0.004594727],"category_scores_gemma":[0.01685684,0.0009157547,0.0005104564,0.001725044,0.004710408,0.003337757,0.004124084,0.002124526,0.0007234125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005987276,"about_ca_system_score_gemma":0.00598672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005534417,"about_ca_topic_score_gemma":0.006634614,"domain_scores_codex":[0.9898747,0.007472671,0.0003193941,0.0006667881,0.0006822322,0.0009841177],"domain_scores_gemma":[0.9878743,0.008789423,0.0006833554,0.0003076076,0.001298194,0.001046978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001075223,0.0004492848,0.003948291,0.0008402547,0.000008974943,0.001134383,0.9638748,0.0001259163,0.00273903,0.00203881,0.001294491,0.02343816],"study_design_scores_gemma":[0.00008164671,0.0005481786,0.00407882,0.001002404,0.00001591227,0.0004461589,0.9617299,0.0004740544,0.001840044,0.0009606664,0.02878412,0.00003810524],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525303,0.0009701327,0.01950005,0.003311001,0.0001632372,0.009850492,0.001043992,0.0001170394,0.01251366],"genre_scores_gemma":[0.9439545,0.001379721,0.02399826,0.003087564,0.00004019384,0.01703375,0.0003854335,0.00009921146,0.01002145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01809432,"threshold_uncertainty_score":0.09569305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1669811299704506,"score_gpt":0.5053074483318306,"score_spread":0.3383263183613801,"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."}}