{"id":"W4385245949","doi":"10.2196/50984","title":"Effect of Technology and Digital Media Use on Adolescent Health and Development: Protocol for a Multimethod Longitudinal Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Protocol (science); Psychology; Digital media; Computer science; Multimedia; Medical education; Applied psychology; Internet privacy; Medicine; World Wide Web; Alternative 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":[],"consensus_categories":[],"category_scores_codex":[0.006161251,0.0001982183,0.000411576,0.001182083,0.0008555392,0.0002251034,0.0004446259,0.0002351558,0.000005488519],"category_scores_gemma":[0.005132755,0.0001620819,0.00003195385,0.001394988,0.001033308,0.0002610555,0.000467019,0.0005818538,0.0000179966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001963607,"about_ca_system_score_gemma":0.0005654039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004482597,"about_ca_topic_score_gemma":0.00008055066,"domain_scores_codex":[0.9962673,0.0008746921,0.0003907775,0.0005416948,0.0009453918,0.0009801142],"domain_scores_gemma":[0.9978436,0.001127833,0.0001575881,0.0003324202,0.0002335278,0.0003050382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002772488,0.001504593,0.611013,0.001353231,0.00003240189,0.00001288452,0.004426144,1.150007e-7,0.00003923875,0.0003444677,0.003536817,0.3749646],"study_design_scores_gemma":[0.0367844,0.05253311,0.5562134,0.01113892,0.000004235041,0.000008690605,0.00823612,0.00004937519,0.006604336,0.001274069,0.326226,0.0009273509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0456889,5.675586e-7,0.00002427536,0.0006753127,0.000004988997,0.9532768,0.00001687723,0.0002755682,0.00003673853],"genre_scores_gemma":[0.01606339,2.665932e-7,0.0007341844,0.00001103707,0.00003534698,0.9829398,0.000003027658,0.00002765031,0.0001853319],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3740373,"threshold_uncertainty_score":0.6609506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4053049570979333,"score_gpt":0.6286622009280092,"score_spread":0.2233572438300759,"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."}}