{"id":"W4320069463","doi":"10.2196/41275","title":"The Relationship Between How Participants Articulate Their Goals and Accomplishments and Weight Loss Outcomes: Secondary Analysis of a Pilot of a Web-Based Weight Loss Intervention","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute","keywords":"Weight loss; Overweight; Psychological intervention; Weight management; Intervention (counseling); Gerontology; Obesity; Medicine; Psychology; Conversation; Nursing","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":[0.008845816,0.0006907044,0.001104708,0.001322287,0.001450585,0.001321222,0.0008618478,0.0007605825,0.004503048],"category_scores_gemma":[0.03062911,0.0006790186,0.001663274,0.001102142,0.000936849,0.001528241,0.002218392,0.002313151,0.001041173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001426248,"about_ca_system_score_gemma":0.002367767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005040369,"about_ca_topic_score_gemma":0.006201962,"domain_scores_codex":[0.9955876,0.00188346,0.0004779694,0.000529995,0.0009771092,0.0005438753],"domain_scores_gemma":[0.9713766,0.01335521,0.005667686,0.00200297,0.005711915,0.001885592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04642868,0.06665539,0.659642,0.00324618,0.002898307,0.0004178426,0.03080015,0.001144224,0.005382731,0.0003830349,0.008080821,0.1749207],"study_design_scores_gemma":[0.001603766,0.0220429,0.9653822,0.0001832864,0.0006092872,0.0000640654,0.005131297,0.0009797974,0.001559452,0.0002248512,0.002152745,0.00006640614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935966,0.00005362433,0.0006731173,0.00007471281,0.00001959246,0.003070304,0.001318244,0.00005545624,0.001138514],"genre_scores_gemma":[0.9692425,0.0001172409,0.002078293,0.0001569543,0.00003371706,0.02413349,0.002219066,0.00005051607,0.001968117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008845816,"threshold_uncertainty_score":0.04678172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1717492441607157,"score_gpt":0.4708402414731101,"score_spread":0.2990909973123944,"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."}}