{"id":"W4312110091","doi":"10.2196/44456","title":"An mHealth Intervention to Reduce Gestational Obesity (mami-educ): Protocol for a Randomized Controlled Trial","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Medicine; Overweight; Prenatal care; Randomized controlled trial; Public health; Psychological intervention; Intervention (counseling); Population; Family medicine; Obesity; Environmental health; Nursing","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":[0.03113421,0.006587697,0.0135484,0.002777308,0.004195429,0.005081399,0.003689864,0.008059765,0.1146493],"category_scores_gemma":[0.02716393,0.003581841,0.005282474,0.003641156,0.003604622,0.004121646,0.002377275,0.008807345,0.0161174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005804788,"about_ca_system_score_gemma":0.01614062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003113379,"about_ca_topic_score_gemma":0.005096021,"domain_scores_codex":[0.9817371,0.01000648,0.002246109,0.001662234,0.002162901,0.002185179],"domain_scores_gemma":[0.9892026,0.002991034,0.002206866,0.001321436,0.002698893,0.001579169],"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":[0.8318522,0.02258259,0.0006663078,0.04567994,0.00238055,0.00032189,0.0005773859,0.001885213,0.002194714,0.0057435,0.02684857,0.05926714],"study_design_scores_gemma":[0.9335343,0.02233756,0.001331078,0.005794124,0.0007974282,0.00005024841,0.00018032,0.001454311,0.0007063917,0.002500057,0.03120746,0.0001067477],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006819146,0.0001615531,0.0005746364,0.00008906498,0.0002029807,0.9973361,0.0005621242,0.00005891806,0.0003326587],"genre_scores_gemma":[0.0006047343,0.00007913422,0.0009038541,0.00007115525,0.00002750189,0.9980387,0.00005751518,0.000002906767,0.000214604],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1146493,"threshold_uncertainty_score":0.38354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1936030694438363,"score_gpt":0.5983196969314117,"score_spread":0.4047166274875754,"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."}}