{"id":"W4413022858","doi":"10.1111/hex.70368","title":"Adaptation of the Content of a Behavioural Text Message Delivered Weight Management Intervention for a Socio‐Culturally and Geographically Diverse Population of Postpartum Women in the UK: The Supporting MumS (SMS) Intervention","year":2025,"lang":"en","type":"article","venue":"Health Expectations","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"National Institute for Health and Care Research","keywords":"Intervention (counseling); Population; Weight management; Session (web analytics); Adaptation (eye); Psychology; Medicine; Medical education; Nursing; World Wide Web; Computer science; Weight loss; 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":[0.002769543,0.0005052424,0.0004257024,0.0004891027,0.0007717274,0.0005465986,0.0009118054,0.000702406,0.00568927],"category_scores_gemma":[0.00670532,0.0003313351,0.0004634967,0.0002698267,0.0004955846,0.0005353104,0.001701924,0.0008431282,0.000606065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009696055,"about_ca_system_score_gemma":0.002239311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002429396,"about_ca_topic_score_gemma":0.00366491,"domain_scores_codex":[0.9987767,0.0006853936,0.0001118681,0.00009700769,0.0001714924,0.0001574921],"domain_scores_gemma":[0.9985883,0.0006735159,0.0002027736,0.00009105368,0.0001358034,0.0003085907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0112385,0.03561811,0.0230177,0.007354623,0.0001506925,0.002096347,0.04960206,0.001255416,0.02530396,0.0006363842,0.01631242,0.8274138],"study_design_scores_gemma":[0.04083821,0.1747108,0.5476388,0.004788718,0.001250414,0.002538062,0.05393142,0.004916763,0.0216547,0.001573348,0.1456666,0.0004922032],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799268,0.0001918863,0.002548491,0.0009986418,0.0002002536,0.01175252,0.0002246204,0.0002682146,0.003888709],"genre_scores_gemma":[0.9237024,0.0008574408,0.03284774,0.001055042,0.0002003571,0.03447334,0.0004782067,0.00004181322,0.006343505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00568927,"threshold_uncertainty_score":0.01903248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0607081381462869,"score_gpt":0.3949239695114626,"score_spread":0.3342158313651757,"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."}}