{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01667757,0.002502142,0.004135138,0.001916415,0.001108345,0.002447936,0.001713784,0.005632188,0.0131643],"category_scores_gemma":[0.04301715,0.001202714,0.008535307,0.001148315,0.001953862,0.003045914,0.003535997,0.003463964,0.0007200543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004069467,"about_ca_system_score_gemma":0.004096883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00681056,"about_ca_topic_score_gemma":0.006341009,"domain_scores_codex":[0.9719343,0.02252851,0.002031817,0.00103011,0.001322315,0.001152945],"domain_scores_gemma":[0.9845943,0.01088086,0.002314732,0.0006409272,0.0004950952,0.001074055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8074438,0.0150705,0.003084694,0.02703281,0.0182742,0.0002641332,0.001324976,0.00478403,0.001829506,0.004005908,0.004509927,0.1123755],"study_design_scores_gemma":[0.8810173,0.07690817,0.005509811,0.003717846,0.01737424,0.00008022012,0.0005020593,0.003792888,0.0008557593,0.004466011,0.005618381,0.0001573136],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8822628,0.01667926,0.0088254,0.009598472,0.003665594,0.06212356,0.002885749,0.0004142925,0.01354483],"genre_scores_gemma":[0.9452629,0.002842384,0.00962523,0.001867993,0.0005524245,0.03642881,0.0004745337,0.00003960941,0.002906155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01667757,"threshold_uncertainty_score":0.08820051,"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."}}