{"id":"W4205416554","doi":"10.2196/28886","title":"Effectiveness of a Step Counter Smartband and Midwife Counseling Intervention on Gestational Weight Gain and Physical Activity in Pregnant Women With Obesity (Pas and Pes Study): Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Physical activity; Medicine; Intervention (counseling); Physical therapy; Weight gain; Obesity; Telephone counseling; Pregnancy; Obstetrics; Family medicine; 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":[0.002052516,0.001455229,0.004972587,0.0008603184,0.0006414668,0.000981394,0.0010866,0.002306969,0.008203716],"category_scores_gemma":[0.003278436,0.0009462076,0.002843281,0.0007213985,0.001007709,0.0008817553,0.0007970319,0.00193882,0.0005369812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008515672,"about_ca_system_score_gemma":0.00169886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002730425,"about_ca_topic_score_gemma":0.003729562,"domain_scores_codex":[0.9984812,0.0007084158,0.0001949586,0.0002948917,0.0001754787,0.0001450314],"domain_scores_gemma":[0.9987646,0.000466982,0.0002979275,0.00008978475,0.00009559652,0.0002851123],"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":[0.9620727,0.01390006,0.0007393009,0.002907961,0.002299649,0.00004058734,0.00007343959,0.0001575969,0.000712313,0.00007099705,0.00026513,0.01676035],"study_design_scores_gemma":[0.9629136,0.03397299,0.001445705,0.0001307912,0.00102273,0.0000102258,0.000023786,0.0001478174,0.0001073779,0.00003864084,0.0001787051,0.000007571415],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669584,0.008777766,0.0008294169,0.0005560625,0.00091245,0.01928002,0.001063114,0.0001484736,0.001474345],"genre_scores_gemma":[0.9414483,0.008233111,0.005519387,0.001059481,0.0009567394,0.03921192,0.0008019032,0.00002547073,0.002743508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008203716,"threshold_uncertainty_score":0.02744418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0208387602980087,"score_gpt":0.3558561313331642,"score_spread":0.3350173710351555,"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."}}