{"id":"W3208184390","doi":"10.2196/31801","title":"Development of a Web-Based, Guided Self-help, Acceptance and Commitment Therapy–Based Intervention for Weight Loss Maintenance: Evidence-, Theory-, and Person-Based Approach","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Health and Social Care; Medical Research Council; National Institute for Health and Care Research","keywords":"Psychological intervention; Intervention (counseling); Acceptance and commitment therapy; Weight loss; Stakeholder; Best practice; Weight management; Psychology; Medicine; Process management; Nursing; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01145817,0.0006429866,0.0007496539,0.00150206,0.0008057338,0.00114397,0.002185273,0.001218406,0.004732565],"category_scores_gemma":[0.01171615,0.0005482652,0.001413582,0.0007322304,0.0006462313,0.001631687,0.002367564,0.001823856,0.0006443445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001468233,"about_ca_system_score_gemma":0.009254761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002132265,"about_ca_topic_score_gemma":0.006214109,"domain_scores_codex":[0.9954067,0.002847433,0.0003221078,0.0003093801,0.0009271262,0.0001871985],"domain_scores_gemma":[0.9967738,0.001978116,0.0002072466,0.000186976,0.0004709945,0.0003828499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0009119831,0.01595628,0.002831594,0.008191297,0.0003033038,0.0003832687,0.004367619,0.002742382,0.003961965,0.003976393,0.009355064,0.9470187],"study_design_scores_gemma":[0.07789522,0.08965897,0.1218303,0.07318733,0.009884074,0.003007135,0.02533309,0.1054278,0.05857363,0.04837677,0.3856361,0.001189624],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4044029,0.004282293,0.3672087,0.01734884,0.001550173,0.1673742,0.001956774,0.003268396,0.03260761],"genre_scores_gemma":[0.1245516,0.002311046,0.8189546,0.001747778,0.00005226165,0.04907358,0.0004239773,0.0000827508,0.002802275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01145817,"threshold_uncertainty_score":0.06059736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1751794457548157,"score_gpt":0.5051611734228483,"score_spread":0.3299817276680326,"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."}}