{"id":"W4313001983","doi":"10.2196/40561","title":"Improving Knowledge About Pregnancy for Deaf South African Women of Reproductive Age Through a Text Messaging–Based Information Campaign: Mixed Methods Study","year":2022,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cape Town; National Research Foundation","keywords":"Short Message Service; Reproductive health; Focus group; McNemar's test; Medicine; mHealth; Family medicine; Pregnancy; Psychological intervention; Nursing; Population; Computer science; Environmental health","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":[0.007721,0.0007646825,0.0009806117,0.001182599,0.00172374,0.001132966,0.0007973257,0.001376937,0.004968507],"category_scores_gemma":[0.006584636,0.0007899947,0.001470055,0.0009779647,0.0006411888,0.001182341,0.001007387,0.0007231658,0.0005142875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001040792,"about_ca_system_score_gemma":0.002209724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003352877,"about_ca_topic_score_gemma":0.006012375,"domain_scores_codex":[0.9971698,0.001454376,0.0003274833,0.0002856907,0.0003895913,0.0003730789],"domain_scores_gemma":[0.9961298,0.002060257,0.0007141215,0.0002234607,0.0005371096,0.0003352216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01543191,0.08844338,0.3999584,0.01784172,0.002595663,0.003051545,0.1351938,0.0004895756,0.01123082,0.001383257,0.00285395,0.321526],"study_design_scores_gemma":[0.007679459,0.1870501,0.6303625,0.006485114,0.00367562,0.001716049,0.1322994,0.002076961,0.006216113,0.001425185,0.02062874,0.0003847084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944417,0.0008021847,0.0004797678,0.0001163433,0.00002180614,0.003101266,0.0002131768,0.00000691411,0.0008169221],"genre_scores_gemma":[0.9796341,0.00215699,0.004183133,0.0008519803,0.00007366805,0.01115095,0.0002551864,0.00000642224,0.001687655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007721,"threshold_uncertainty_score":0.04083306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05511157069774213,"score_gpt":0.4366831069484076,"score_spread":0.3815715362506654,"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."}}