{"id":"W4200390036","doi":"10.2196/26356","title":"Personalized Reminders for Immunization Using Short Messaging Systems to Improve Human Papillomavirus Vaccination Series Completion: Parallel-Group Randomized Trial","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality","keywords":"Medicine; Randomized controlled trial; Short Message Service; Vaccination; Human papillomavirus; Text message; Family medicine; Pediatrics; Internal medicine; Computer science; Immunology","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":[0.003321587,0.002412457,0.003918959,0.0008520453,0.0007719495,0.001206942,0.001445884,0.003081518,0.01148548],"category_scores_gemma":[0.006125977,0.001146183,0.003070527,0.0005846546,0.001521997,0.001550196,0.0009481013,0.002897432,0.001096879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001200418,"about_ca_system_score_gemma":0.002225549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001455048,"about_ca_topic_score_gemma":0.001471445,"domain_scores_codex":[0.9974849,0.0013535,0.0002463626,0.0004482596,0.0002023339,0.0002645388],"domain_scores_gemma":[0.997707,0.0007889798,0.0006170077,0.0002620878,0.0001806789,0.0004442119],"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":[0.981296,0.009538682,0.0002674676,0.0005035562,0.0004832429,0.00001172424,0.00003341959,0.0002417585,0.0003288298,0.00007200687,0.0002966313,0.006926696],"study_design_scores_gemma":[0.9653642,0.0332122,0.000533717,0.00003449281,0.0002372602,0.000005484536,0.000006550766,0.0002683657,0.0001116526,0.00008839799,0.0001319333,0.000005763992],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588138,0.002464016,0.001793803,0.0008823298,0.00142359,0.03095582,0.001264265,0.0003309431,0.002071431],"genre_scores_gemma":[0.9457097,0.001560175,0.00472298,0.0009955399,0.001217654,0.04159836,0.0006522589,0.00003385268,0.003509457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01148548,"threshold_uncertainty_score":0.03842276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1223068605821723,"score_gpt":0.4537036661261368,"score_spread":0.3313968055439645,"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."}}