{"id":"W3048722970","doi":"10.2196/19269","title":"Harnessing Phones to Target Pediatric Populations with Socially Complex Needs: Systematic Review","year":2020,"lang":"en","type":"review","venue":"JMIR Pediatrics and Parenting","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; National Institutes of Health; National Center for Advancing Translational Sciences; University of California, Los Angeles; Rush University","keywords":"PsycINFO; CINAHL; Psychological intervention; Mental health; Systematic review; Inclusion (mineral); Psychology; MEDLINE; Socioeconomic status; Medical education; Medicine; Population; Social psychology; Psychiatry; Political science","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":[0.0006008738,0.0004084604,0.001998251,0.0005015907,0.0008271454,0.0004797508,0.0004397022,0.0002565276,0.00004050079],"category_scores_gemma":[0.000781208,0.0003295559,0.0002391143,0.003183682,0.00006079092,0.0002020286,0.0002295875,0.0003123147,0.00007716133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001004138,"about_ca_system_score_gemma":0.0008692987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002953474,"about_ca_topic_score_gemma":0.00005831945,"domain_scores_codex":[0.9972932,0.0002093852,0.001030534,0.0004490802,0.0005376361,0.0004801563],"domain_scores_gemma":[0.9981851,0.0002696478,0.0009389133,0.0001986844,0.0001534897,0.00025416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001128093,0.00003645696,0.003733484,0.9373751,0.00004513513,0.0000285817,0.001404641,2.222875e-7,2.236778e-9,0.005712178,0.003041898,0.04862122],"study_design_scores_gemma":[0.0001006876,0.00002877278,0.0001577825,0.07733768,0.00201083,0.00001740918,0.000402987,0.000001743239,1.978333e-9,0.0003594479,0.9186685,0.000914164],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001649072,0.9927948,0.0001236342,0.000364945,0.0002316437,0.002866301,0.00003721196,0.000225431,0.003339555],"genre_scores_gemma":[0.0001353986,0.9966056,0.001195378,0.0001834402,0.000973284,0.0003038458,0.0001617471,0.00004827271,0.0003930321],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9156266,"threshold_uncertainty_score":0.9999157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09093766240731738,"score_gpt":0.3618954092912555,"score_spread":0.2709577468839381,"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."}}