{"id":"W4308678784","doi":"10.2196/37579","title":"Text Message Reminders to Improve Immunization Appointment Attendance in Alberta, Canada: The Childhood Immunization Reminder Project Pilot Study","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health; University of Lethbridge; Ottawa Hospital; Alberta Health Services; University of Calgary; University of Alberta","funders":"University of Alberta; Public Health Agency; Public Health Agency of Canada; Alberta Health Services","keywords":"Medicine; Attendance; Short Message Service; Intervention (counseling); Text message; Immunization; Family medicine; Nursing; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.004288577,0.001009892,0.0007839339,0.0007738744,0.003779391,0.001132099,0.002063422,0.0009000011,0.002367056],"category_scores_gemma":[0.003570378,0.0005924372,0.0008950445,0.001418756,0.0009604581,0.0004764209,0.0008743748,0.001335218,0.0002469191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0404868,"about_ca_system_score_gemma":0.1293015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9847615,"about_ca_topic_score_gemma":0.9898171,"domain_scores_codex":[0.997402,0.0005528576,0.0001042835,0.0001899633,0.000812759,0.0009381477],"domain_scores_gemma":[0.9969651,0.0004491411,0.0002939263,0.00008605299,0.0009434129,0.001262425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02487944,0.1022046,0.3831695,0.002969947,0.0007951651,0.00204459,0.01894133,0.003005714,0.006731153,0.001611078,0.02753286,0.4261146],"study_design_scores_gemma":[0.01034467,0.0198726,0.9468942,0.0004656668,0.0006510723,0.0001433819,0.0071796,0.002544211,0.001552426,0.0001530405,0.01006371,0.0001354145],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889825,0.0008223678,0.0003037513,0.001121557,0.00007027671,0.003746181,0.001192263,0.00005811399,0.003702934],"genre_scores_gemma":[0.9766863,0.002554541,0.004597709,0.001274547,0.00006577967,0.003356264,0.001593582,0.0000236756,0.009847614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0404868,"threshold_uncertainty_score":0.2937536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03065183396175595,"score_gpt":0.3336089695142289,"score_spread":0.3029571355524729,"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."}}