{"id":"W4408903345","doi":"10.2196/65863","title":"Interactive Effects of Weight Recording Frequency and the Volume of Chat Communication With Health Care Professionals on Weight Loss in mHealth Interventions for Noncommunicable Diseases: Retrospective Observational Study","year":2025,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Weight loss; mHealth; Medicine; Moderation; Obesity; Health care; Health promotion; Weight change; Observational study; Family medicine; Gerontology; Nursing; Psychology; Public health; 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":[0.006748406,0.0005465153,0.001049482,0.001418629,0.0008892683,0.001091864,0.0008178159,0.001146044,0.001958066],"category_scores_gemma":[0.02007018,0.0008255262,0.001935621,0.001788187,0.0006069364,0.0009631769,0.001094035,0.00154356,0.0003844962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007857094,"about_ca_system_score_gemma":0.001027708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006187416,"about_ca_topic_score_gemma":0.005534309,"domain_scores_codex":[0.9915614,0.003739442,0.001226309,0.001342542,0.001464433,0.0006658484],"domain_scores_gemma":[0.9797062,0.008714371,0.007760208,0.001099382,0.001381483,0.00133834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001462531,0.001262275,0.9918354,0.0002224973,0.000573646,0.00005025207,0.000661061,0.00005402871,0.0001467348,0.0000162976,0.0001371116,0.003578292],"study_design_scores_gemma":[0.00006079776,0.001764925,0.9966313,0.0000505416,0.00036833,0.00009513885,0.0004196702,0.0002500279,0.00008629221,0.00001736077,0.0002404307,0.0000151585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976574,0.0008197189,0.0002459183,0.00003220137,0.00001389502,0.0002300849,0.0005719271,0.000007855485,0.0004208828],"genre_scores_gemma":[0.9982576,0.0002603525,0.0004533645,0.0000394105,0.00003128624,0.0003656947,0.0003746392,0.000006656588,0.0002109996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006748406,"threshold_uncertainty_score":0.03568941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1094453835552986,"score_gpt":0.5740643253791836,"score_spread":0.464618941823885,"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."}}