{"id":"W4406415408","doi":"10.1002/wps.21261","title":"Promoting healthy digital device usage: recommendations for youth and parents","year":2025,"lang":"en","type":"editorial","venue":"World Psychiatry","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Psychiatry; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004256091,0.000241213,0.0003250387,0.0003428274,0.0008356021,0.000448672,0.000401654,0.0004446708,0.00001874659],"category_scores_gemma":[0.0008758039,0.0002612643,0.00009604258,0.0006020718,0.0001356542,0.0002709276,0.0001455664,0.0004816561,0.00001050224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001285306,"about_ca_system_score_gemma":0.00165997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001455862,"about_ca_topic_score_gemma":0.005931166,"domain_scores_codex":[0.9981781,0.00004377374,0.0004342556,0.000537364,0.0003361737,0.0004703598],"domain_scores_gemma":[0.99868,0.0005747245,0.0002622987,0.0002102983,0.0001419263,0.0001307421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002227655,0.00007194275,0.003392255,0.0001122085,0.00003590351,1.245532e-7,0.002738032,6.363764e-9,5.091699e-9,0.004625945,0.9638501,0.02515124],"study_design_scores_gemma":[0.000450888,0.0000363139,0.00004070376,0.0003152026,0.0000352059,5.900445e-8,0.002064616,6.122696e-7,9.839176e-8,0.009777222,0.9870395,0.0002395724],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003567435,0.0009011315,0.00005179766,0.02589007,0.9122835,0.000986309,0.001093909,0.0003258281,0.05811074],"genre_scores_gemma":[0.01230206,0.0006127548,0.004417459,0.001276999,0.9186326,0.0002792017,0.005277977,0.00008863086,0.05711227],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02491167,"threshold_uncertainty_score":0.999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500356364283253,"score_gpt":0.3430477966148961,"score_spread":0.3180442329720636,"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."}}