{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005089748,0.0001393341,0.0002147127,0.0000764355,0.0008657851,0.00002144304,0.0001240497,0.0001619676,0.000175291],"category_scores_gemma":[0.00009382662,0.00009183701,0.00003003949,0.0002949295,0.00006337187,0.00015453,0.00003378281,0.0004683516,0.0002104757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001270602,"about_ca_system_score_gemma":0.001563808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002238485,"about_ca_topic_score_gemma":0.0005767697,"domain_scores_codex":[0.9984964,0.0001050066,0.0002984718,0.0003575781,0.0001657298,0.0005768569],"domain_scores_gemma":[0.9986219,0.0005904405,0.0000949592,0.0002637401,0.0001791502,0.0002497791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001311062,0.0001896446,0.02973095,0.005537826,0.0000453289,0.00001329055,0.003870754,0.000005675095,0.0000550292,0.2122876,0.5802848,0.166668],"study_design_scores_gemma":[0.001601582,0.000257817,0.07220028,0.0005919506,0.00003290983,0.000002282351,0.0007595408,0.0002953947,0.00004499042,0.001630726,0.9224448,0.0001377166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4891341,0.006829989,0.07208107,0.109993,0.001644708,0.0430926,0.001071901,0.002265973,0.2738867],"genre_scores_gemma":[0.9259603,0.0005317387,0.005748171,0.005118116,0.001678837,0.03145197,0.0001296859,0.00007966984,0.02930153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4368262,"threshold_uncertainty_score":0.6659006,"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."}}