{"id":"W4212925721","doi":"10.2196/33603","title":"Consistency With and Disengagement From Self-monitoring of Weight, Dietary Intake, and Physical Activity in a Technology-Based Weight Loss Program: Exploratory Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Disengagement theory; Weight loss; Self-monitoring; Overweight; Psychology; Obesity; Consistency (knowledge bases); Intervention (counseling); Medicine; Gerontology; Physical therapy; Social psychology; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001650304,0.000159799,0.0003873929,0.0005178232,0.001675642,0.000007187011,0.0001863823,0.00007423834,0.00002155258],"category_scores_gemma":[0.00003801916,0.0001293537,0.00001934098,0.001237993,0.0003227921,0.0001859282,0.0005266446,0.002271807,0.000005490938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003665746,"about_ca_system_score_gemma":0.0007774304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000189347,"about_ca_topic_score_gemma":0.0001601218,"domain_scores_codex":[0.996186,0.001705589,0.0003973552,0.0003983788,0.0006393153,0.000673315],"domain_scores_gemma":[0.9980223,0.0009133095,0.0002065117,0.0003994837,0.0002167361,0.0002416702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006521022,0.004867041,0.9165928,0.0009377746,0.00004018203,0.0000112914,0.03072803,0.000001334435,0.00008581082,0.0003792704,0.0001672438,0.0455371],"study_design_scores_gemma":[0.004171809,0.003141502,0.9096016,0.0002298332,0.00001630381,6.791702e-7,0.07687327,0.000761439,0.0001213452,0.0006596493,0.004259027,0.0001635292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893219,0.0002234797,0.000009887103,0.001192839,0.0000553084,0.008790739,0.00009831637,0.0001000824,0.0002074657],"genre_scores_gemma":[0.9314414,0.0001219237,0.0004216274,0.00002006695,0.00004810599,0.06790445,0.00001567054,0.00001862244,0.000008107475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05911371,"threshold_uncertainty_score":0.999624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1049399529433831,"score_gpt":0.4819829225078327,"score_spread":0.3770429695644496,"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."}}