{"id":"W2950048856","doi":"10.2196/12042","title":"Use of Technology-Based Tools to Support Adolescents and Young Adults With Chronic Disease: Systematic Review and Meta-Analysis","year":2019,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deakin University","keywords":"Meta-analysis; Medicine; Systematic review; Chronic disease; MEDLINE; Psychology; Intensive care medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001830231,0.0009899558,0.01168214,0.00137706,0.0005650138,0.00003166753,0.000331904,0.00078557,0.00008174682],"category_scores_gemma":[0.000337137,0.0006327392,0.0006532698,0.002291204,0.0001374736,0.0001847826,0.0002268191,0.0016252,0.00004503674],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004240835,"about_ca_system_score_gemma":0.005899667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002426581,"about_ca_topic_score_gemma":0.0005393453,"domain_scores_codex":[0.9914848,0.001746216,0.003355359,0.001373302,0.0006474322,0.001392876],"domain_scores_gemma":[0.9925255,0.000561149,0.003066599,0.001490171,0.0004180954,0.001938502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00007553432,0.00005910418,0.00357652,0.9829688,0.0030404,0.000008295578,0.000124789,1.304841e-7,8.620892e-10,0.00004067808,0.0007697527,0.009336009],"study_design_scores_gemma":[0.000696154,0.0007163648,0.001590143,0.3383177,0.5941555,0.00001130806,0.0000883364,0.00001044221,2.338063e-9,0.000002092248,0.06373719,0.000674758],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001233931,0.970615,0.00003303605,0.001983228,0.00009967302,0.0250224,0.00201647,0.0001002741,0.000006500288],"genre_scores_gemma":[0.001618351,0.9904917,0.0002201108,0.003692166,0.000100414,0.002866715,0.0005071168,0.0001098869,0.0003935095],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6446511,"threshold_uncertainty_score":0.999736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2661039997058567,"score_gpt":0.4934967062729395,"score_spread":0.2273927065670828,"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."}}