{"id":"W4396883113","doi":"10.1001/jama.2024.7064","title":"Text Messages With Financial Incentives for Men With Obesity","year":2024,"lang":"en","type":"article","venue":"JAMA","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Medicine; Weight loss; Body mass index; Psychological intervention; Randomized controlled trial; Pedometer; Obesity; Weight management; Incentive; Physical therapy; Internal medicine; Physical activity; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00370884,0.00046791,0.0006006294,0.0004020189,0.000461001,0.0005245456,0.0004364477,0.001222399,0.008903529],"category_scores_gemma":[0.01066368,0.000230345,0.000730589,0.0003050795,0.0003276908,0.0009439749,0.0005048739,0.0007980631,0.0004931486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002546913,"about_ca_system_score_gemma":0.0007429325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006015254,"about_ca_topic_score_gemma":0.001244076,"domain_scores_codex":[0.9977884,0.001517217,0.0001627827,0.00008443451,0.0003325824,0.0001145275],"domain_scores_gemma":[0.9969224,0.001427097,0.001162716,0.00004424415,0.0001093532,0.0003340955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1294839,0.02005477,0.05253362,0.01439654,0.001687336,0.000257519,0.0007529359,0.0006777299,0.003584138,0.0008280968,0.009686499,0.766057],"study_design_scores_gemma":[0.2234019,0.2852607,0.4101503,0.01239007,0.005729085,0.0009792708,0.001487098,0.004885682,0.005623552,0.002631406,0.04729825,0.0001626531],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9287564,0.03895971,0.002435015,0.01418884,0.002155126,0.004932996,0.0005534209,0.0001299155,0.007888674],"genre_scores_gemma":[0.9772547,0.008023366,0.004777124,0.00269823,0.00178123,0.003186273,0.000216012,0.00000718829,0.002055862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008903529,"threshold_uncertainty_score":0.02978528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02480553642174729,"score_gpt":0.3872269258364836,"score_spread":0.3624213894147363,"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."}}