{"id":"W4390697663","doi":"10.1101/2024.01.08.24300973","title":"Effectiveness and cost effectiveness of a 12 month automated text message intervention for weight management in postpartum women with overweight or obesity: protocol for the Supporting MumS (SMS) multi-site, parallel-group, randomised controlled trial","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","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 Agency; National Institute for Health and Care Research","keywords":"Overweight; Intervention (counseling); Protocol (science); Weight management; Medicine; Text message; Computer science; Obesity; Computer network; Nursing; Alternative medicine; Internal medicine","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":[0.01384151,0.004898755,0.008308856,0.001991267,0.001540816,0.003114355,0.002757789,0.005617202,0.03478979],"category_scores_gemma":[0.02007143,0.002111072,0.005639761,0.001750642,0.002343014,0.002842027,0.001899544,0.004995952,0.004373248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00367854,"about_ca_system_score_gemma":0.006086065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00301812,"about_ca_topic_score_gemma":0.002916711,"domain_scores_codex":[0.9882622,0.006997063,0.00137075,0.0009634114,0.001088586,0.00131801],"domain_scores_gemma":[0.9933481,0.002282159,0.00172415,0.0005963882,0.0009855875,0.001063599],"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":[0.9719276,0.007164596,0.0002923731,0.00549155,0.001309436,0.00004143305,0.0001090848,0.0005638579,0.0004719658,0.0003534903,0.001364181,0.0109104],"study_design_scores_gemma":[0.9760939,0.01978724,0.0007000633,0.0004370743,0.0007172714,0.00001140716,0.00003497742,0.0006024814,0.0002346915,0.0003317156,0.001019557,0.0000295602],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.06920435,0.00130374,0.002327509,0.0007437896,0.0009489284,0.9191311,0.003221535,0.0003139256,0.002805222],"genre_scores_gemma":[0.05924543,0.0003935531,0.003717139,0.0003485481,0.0001712734,0.9344963,0.0003691301,0.00001568593,0.001242887],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03478979,"threshold_uncertainty_score":0.1163835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03568363450353841,"score_gpt":0.4188696319931775,"score_spread":0.3831859974896391,"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."}}