{"id":"W4205186631","doi":"10.2196/32273","title":"A Smartphone App to Increase Immunizations in the Pediatric Solid Organ Transplant Population: Development and Initial Usability Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Immunovaccine (Canada); Ottawa Hospital; Bruyère; University of Ottawa","funders":"National Center for Advancing Translational Sciences; Agency for Healthcare Research and Quality; National Institutes of Health","keywords":"Medicine; Usability; Population; Focus group; Immunization; Health care; Family medicine; Immunology; Immune system","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008205952,0.0001292193,0.0002316694,0.0005447984,0.005659074,0.00001959223,0.0004014149,0.00005917859,0.0003799483],"category_scores_gemma":[0.0001909717,0.000102438,0.00001742861,0.002483705,0.0000471354,0.0001407157,0.0004160068,0.001654938,0.0001131372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005763344,"about_ca_system_score_gemma":0.001308572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001972858,"about_ca_topic_score_gemma":0.002185418,"domain_scores_codex":[0.9926404,0.004441305,0.0009248189,0.0003020499,0.0008953695,0.0007961103],"domain_scores_gemma":[0.9974313,0.001444098,0.000118206,0.0004394648,0.0002400939,0.0003268196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003399635,0.001805652,0.7187296,0.0004603003,0.000007848111,0.000006326058,0.2646428,0.00002809251,0.000003412164,0.001547259,0.004120925,0.008307806],"study_design_scores_gemma":[0.001196804,0.0003822432,0.9246917,0.00001587851,0.000004055067,0.000004397198,0.05691776,0.00008179429,0.000001029332,0.0001782287,0.01642482,0.0001013295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857895,0.00005435227,0.0001544416,0.002182941,0.0000945345,0.01077709,0.00009659868,0.00004089915,0.0008096473],"genre_scores_gemma":[0.9411942,0.00003344631,0.0001147472,0.0006030854,0.0001004018,0.05768959,0.0001734919,0.00001476944,0.00007628174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2077251,"threshold_uncertainty_score":0.9956354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1030247716472303,"score_gpt":0.513762830691698,"score_spread":0.4107380590444678,"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."}}