{"id":"W3212836908","doi":"10.2196/29782","title":"Designing Digital Health Technology to Support Patients Before and After Bariatric Surgery: Qualitative Study Exploring Patient Desires, Suggestions, and Reflections to Support Lifestyle Behavior Change","year":2021,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Newcastle University","keywords":"Thematic analysis; Qualitative research; Medicine; Perioperative; Digital health; Health care; Reflexivity; Nursing; Surgery; Sociology","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":[0.01113579,0.0006005378,0.0007305444,0.000907072,0.007335264,0.003562859,0.001706927,0.001820436,0.003125645],"category_scores_gemma":[0.01913844,0.0007451522,0.0006131352,0.0008659232,0.006849092,0.003692109,0.004101814,0.00376275,0.0004163903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003545451,"about_ca_system_score_gemma":0.004892256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004110006,"about_ca_topic_score_gemma":0.007824864,"domain_scores_codex":[0.9907761,0.007308482,0.0002348695,0.000348863,0.000443057,0.0008885913],"domain_scores_gemma":[0.9757326,0.01948596,0.001246286,0.0004237353,0.001028239,0.002083132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004968529,0.00008492028,0.001972343,0.0001583714,0.000006012811,0.0007093088,0.990979,0.00003776369,0.0007791845,0.0005684945,0.0006447724,0.004010252],"study_design_scores_gemma":[0.000008732726,0.000100524,0.0009160857,0.0001256616,0.00000619744,0.0002448335,0.9915036,0.00008980564,0.0002993493,0.0002016823,0.006487343,0.00001617503],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870672,0.0008125988,0.003145126,0.004291704,0.0001062359,0.0002946056,0.0001714053,0.00003064949,0.004080476],"genre_scores_gemma":[0.9922473,0.0009062762,0.002221549,0.001662311,0.00002905554,0.0003015916,0.00006489988,0.00003279525,0.002534175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01113579,"threshold_uncertainty_score":0.05889237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1251347989084752,"score_gpt":0.3961258711511905,"score_spread":0.2709910722427152,"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."}}