{"id":"W2909857928","doi":"10.2196/13011","title":"A Smartphone App to Promote Healthy Weight Gain, Diet, and Physical Activity During Pregnancy (HealthyMoms): Protocol for a Randomized Controlled Trial","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Svenska Läkaresällskapet; Vetenskapsrådet; Karolinska Institutet; Forskningsrådet om Hälsa, Arbetsliv och Välfärd; Umeå Universitet; Region Östergötland","keywords":"Medicine; Randomized controlled trial; mHealth; Pregnancy; Weight gain; Physical therapy; Psychological intervention; Gerontology; Body weight; Nursing; Internal medicine","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":[0.03915924,0.006463055,0.01227897,0.002656324,0.004461852,0.005282141,0.003217308,0.00801613,0.1075694],"category_scores_gemma":[0.03697185,0.003719474,0.006654505,0.003726952,0.003918505,0.004406449,0.002476559,0.01017207,0.01873947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00626976,"about_ca_system_score_gemma":0.01822351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003128525,"about_ca_topic_score_gemma":0.006417741,"domain_scores_codex":[0.9768233,0.01257101,0.003397174,0.001953854,0.002919782,0.002334806],"domain_scores_gemma":[0.985781,0.003711876,0.003161237,0.001760698,0.003958334,0.001626761],"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":[0.7387789,0.01885275,0.001245937,0.08616886,0.004371455,0.0005246764,0.001134539,0.003040098,0.003830472,0.0101683,0.06212678,0.06975717],"study_design_scores_gemma":[0.8782609,0.02105805,0.002905946,0.01337788,0.001686105,0.0001175093,0.0002668077,0.002504653,0.00113265,0.005123109,0.07335675,0.0002096656],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004066223,0.0001563779,0.0005706713,0.00009942163,0.0001864163,0.9976434,0.0005713665,0.00006284896,0.0003028823],"genre_scores_gemma":[0.000354617,0.00006134283,0.0007545733,0.00006585363,0.00001796764,0.9985235,0.0000571856,0.000003223442,0.0001617909],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1075694,"threshold_uncertainty_score":0.3598554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09083983693821089,"score_gpt":0.5113640846740642,"score_spread":0.4205242477358533,"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."}}