{"id":"W7160602275","doi":"10.3310/gjph0909","title":"Effectiveness and cost-effectiveness of text message and financial incentives for weight management in men with obesity: The Game of Stones RCT","year":2025,"lang":"en","type":"article","venue":"Public Health Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Public Health Research Programme","keywords":"Weight loss; Incentive; Body mass index; Randomized controlled trial; Weight management; Socioeconomic status; Obesity","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":[0.02505742,0.0001570112,0.000604355,0.000670434,0.0009714833,0.00001293884,0.0002748991,0.0001500439,0.000009429697],"category_scores_gemma":[0.0008388822,0.0001093533,0.00002647981,0.00149841,0.0005080625,0.0001202151,0.0003127994,0.0007296875,0.000001348628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004143231,"about_ca_system_score_gemma":0.003137164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001830237,"about_ca_topic_score_gemma":0.0006323092,"domain_scores_codex":[0.9913366,0.005818964,0.0007371047,0.0005023354,0.0004410119,0.00116396],"domain_scores_gemma":[0.9887761,0.009559678,0.000240355,0.0004418174,0.0006451319,0.0003369141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.002341905,0.0006498859,0.2790497,0.0667702,0.00006130004,0.000001632977,0.002271428,0.000002840016,0.00004317551,0.3823082,0.001112555,0.2653871],"study_design_scores_gemma":[0.004219244,0.0003192103,0.9332402,0.00157814,0.000007441609,6.006344e-7,0.001802117,0.0001339762,0.00003814872,0.00390413,0.05468402,0.0000727697],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.899474,0.005921806,0.008370294,0.01906607,0.0001528434,0.06096343,0.0001340875,0.00004001456,0.00587751],"genre_scores_gemma":[0.9606544,0.004190364,0.0001986585,0.0002753565,0.00002595099,0.03440545,0.00001782878,0.00001749337,0.000214454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6541905,"threshold_uncertainty_score":0.8684451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1176753822465631,"score_gpt":0.5066165295848424,"score_spread":0.3889411473382792,"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."}}