{"id":"W4210639460","doi":"10.2196/preprints.12851","title":"Personalized Text Messages and Automated Calls for Improving Vaccine Coverage Among Children in Pakistan: Protocol for a Community-Based Cluster Randomized Clinical Trial (Preprint)","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Attendance; Short Message Service; Psychological intervention; Medicine; Family medicine; Cluster randomised controlled trial; Text message; Phone; Randomized controlled trial; Cluster (spacecraft); Nursing; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.02048738,0.004749167,0.008758092,0.00208577,0.003043567,0.00344864,0.002825006,0.005710749,0.08583327],"category_scores_gemma":[0.01990213,0.002858116,0.005182158,0.002534944,0.002523321,0.00298514,0.001724599,0.006556523,0.0108242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004623359,"about_ca_system_score_gemma":0.01472414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003955959,"about_ca_topic_score_gemma":0.006456176,"domain_scores_codex":[0.9881102,0.006660977,0.001351879,0.001131157,0.001184044,0.001561758],"domain_scores_gemma":[0.9928153,0.001832587,0.001480766,0.0009425916,0.001809037,0.001119821],"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":[0.8937494,0.0229843,0.0007627464,0.01886415,0.002225904,0.0001855981,0.0004706757,0.002042264,0.001507104,0.002556011,0.01906502,0.03558693],"study_design_scores_gemma":[0.9428111,0.03295928,0.001979353,0.002480612,0.0007566886,0.00003159861,0.0001641899,0.001241386,0.0005698528,0.001442206,0.0154787,0.0000850529],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00190868,0.000128898,0.0005293812,0.0001182161,0.0001995479,0.9958902,0.0007586248,0.00004572759,0.0004206958],"genre_scores_gemma":[0.001452931,0.00006033155,0.0008256969,0.00009639612,0.00002658058,0.9972069,0.00008278116,0.000002538816,0.0002458366],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08583327,"threshold_uncertainty_score":0.2871409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08542153688302305,"score_gpt":0.5186919426055097,"score_spread":0.4332704057224866,"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."}}