{"id":"W4307497500","doi":"10.2196/38480","title":"A Tailored Gender-Sensitive mHealth Weight Loss Intervention (I-GENDO): Development and Process Evaluation","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ruhr-Universität Bochum; Bundesministerium für Bildung und Forschung","keywords":"Overweight; Psychological intervention; mHealth; Obesity; Weight loss; Intervention (counseling); Medicine; Gerontology; Clinical psychology; Psychology; Physical therapy; Psychiatry; Internal medicine","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":[0.01056429,0.001045012,0.0007943965,0.001075197,0.0004585458,0.0005654354,0.0008985799,0.0007321736,0.003322496],"category_scores_gemma":[0.01202019,0.0004518534,0.001169198,0.0004011375,0.000546787,0.0005400294,0.001249854,0.0004928788,0.0002763009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001217648,"about_ca_system_score_gemma":0.004699786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001594831,"about_ca_topic_score_gemma":0.002628095,"domain_scores_codex":[0.9959112,0.002469474,0.0003799792,0.0003729308,0.0006082592,0.0002581394],"domain_scores_gemma":[0.9961013,0.002047328,0.0003843164,0.0002474806,0.0008547963,0.0003647894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.02546028,0.0857226,0.01344518,0.01125281,0.0003695012,0.0003092904,0.01174376,0.00394427,0.03755815,0.002144617,0.002552673,0.8054969],"study_design_scores_gemma":[0.08013356,0.5699316,0.1748029,0.004272382,0.003959166,0.0004727314,0.01036907,0.01385388,0.07220421,0.002416731,0.06718753,0.0003961851],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8003263,0.0005524094,0.0212257,0.000230868,0.0001374572,0.1717703,0.001120063,0.0002997128,0.004337071],"genre_scores_gemma":[0.4963776,0.00152366,0.2453256,0.0002716607,0.00006837458,0.2519548,0.0009964557,0.00008474675,0.003397128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01056429,"threshold_uncertainty_score":0.05586994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2113271186976644,"score_gpt":0.5640089423798672,"score_spread":0.3526818236822028,"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."}}