{"id":"W4312160075","doi":"10.1016/j.cct.2022.107066","title":"SmartMoms Canada: An evaluation of a mobile app intervention to support a healthy pregnancy","year":2022,"lang":"en","type":"article","venue":"Contemporary Clinical Trials","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; University of Manitoba; University of Calgary; Bishop's University; Dalhousie University; University of Ottawa","funders":"Canadian Institutes of Health Research; Public Health Agency of Canada","keywords":"Medicine; Mobile apps; Pregnancy; Intervention (counseling); Smartphone app; Gerontology; Internet privacy; Nursing; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02810414,0.000103161,0.0007565276,0.0001356775,0.00007276599,0.00001009881,0.0001616602,0.0000361037,0.001771948],"category_scores_gemma":[0.008092811,0.0000940757,0.0002543229,0.000252137,0.00003329064,0.00008909716,0.0001598369,0.0002103039,0.000009758442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002702842,"about_ca_system_score_gemma":0.003976045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02330016,"about_ca_topic_score_gemma":0.00961892,"domain_scores_codex":[0.9911221,0.004734861,0.002046994,0.0003736019,0.001508813,0.0002136043],"domain_scores_gemma":[0.9971023,0.001086542,0.0005231645,0.000396035,0.0004581204,0.0004338017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005773636,0.003442702,0.02611273,0.0004941174,0.0004697026,0.00005853802,0.0002051111,0.0003162663,0.0001864552,0.0003225963,0.1741966,0.7884215],"study_design_scores_gemma":[0.06352615,0.08715264,0.298586,0.000828643,0.0008049895,0.000009008962,0.004262493,0.005345309,0.0004454403,0.002171654,0.5362191,0.0006485411],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788494,0.002033177,0.0002816232,0.003740357,0.00113731,0.009834452,0.00039423,0.00004347433,0.003686049],"genre_scores_gemma":[0.9947727,0.00003084402,0.0001491998,0.001286875,0.000125708,0.001767945,0.0007153945,0.00001455155,0.001136778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.787773,"threshold_uncertainty_score":0.9991406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5156491229672922,"score_gpt":0.560923888849692,"score_spread":0.04527476588239987,"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."}}