{"id":"W4380485516","doi":"10.2196/44362","title":"A Mobile Clinical Decision Support System for High-Risk Pregnant Women in Rural India (SMARThealth Pregnancy): Pilot Cluster Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Medical Research Council","keywords":"Medicine; Gestational diabetes; Pregnancy; Randomized controlled trial; Cluster randomised controlled trial; Intervention (counseling); Family medicine; Obstetrics; Medical emergency; Nursing; Gestation; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.004219591,0.001783407,0.002836086,0.0006959109,0.0009616379,0.001279694,0.00144017,0.002062463,0.009837131],"category_scores_gemma":[0.005998592,0.0008071339,0.002532399,0.0007866657,0.001358734,0.001330315,0.001066875,0.002705287,0.0007648665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001436579,"about_ca_system_score_gemma":0.0035762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004334246,"about_ca_topic_score_gemma":0.005123765,"domain_scores_codex":[0.9974312,0.001434764,0.0002235102,0.0003669038,0.0001819502,0.0003616532],"domain_scores_gemma":[0.9970316,0.001269911,0.0005377676,0.0002389577,0.0002949768,0.0006266871],"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":[0.9355373,0.03123531,0.001078053,0.00389128,0.00225286,0.00008092956,0.0003485034,0.0006551885,0.0007460268,0.0002892497,0.001262401,0.02262276],"study_design_scores_gemma":[0.9313425,0.06468883,0.001823914,0.0001455533,0.0006697807,0.00001292005,0.00009680937,0.0004431601,0.0001352961,0.0001446853,0.0004792199,0.00001718676],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9177523,0.002815515,0.001544234,0.001396833,0.0009755794,0.0702597,0.002129495,0.0003066216,0.002819638],"genre_scores_gemma":[0.8734822,0.001861777,0.008764358,0.001759296,0.0004171456,0.1101296,0.0009389624,0.00002909809,0.002617689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009837131,"threshold_uncertainty_score":0.03290844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08859977156961486,"score_gpt":0.5241138618149503,"score_spread":0.4355140902453355,"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."}}