{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01763124,0.001972106,0.001961955,0.005148376,0.002374695,0.003807181,0.004219669,0.009103506,0.01822153],"category_scores_gemma":[0.05065548,0.0009414178,0.003129247,0.002073399,0.001265382,0.007164518,0.004950136,0.01046784,0.008001673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003054143,"about_ca_system_score_gemma":0.01591952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01287369,"about_ca_topic_score_gemma":0.02795724,"domain_scores_codex":[0.9871349,0.006688224,0.002181913,0.000583397,0.002371513,0.001040007],"domain_scores_gemma":[0.9586076,0.01929637,0.002283422,0.0009267181,0.01231313,0.006572842],"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":[0.0001626304,0.001249742,0.005583632,0.01358618,0.0001486884,0.001340203,0.004392872,0.0005348442,0.0007053732,0.003146578,0.4918722,0.4772772],"study_design_scores_gemma":[0.0006504048,0.0005659738,0.01546853,0.0787128,0.000696418,0.0007857858,0.01578967,0.001185111,0.0009828085,0.014708,0.8701645,0.0002899751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.02432849,0.1216586,0.05806676,0.6825135,0.01964401,0.01596943,0.006404861,0.006713856,0.06470054],"genre_scores_gemma":[0.08294932,0.188916,0.4442329,0.1879037,0.006700127,0.04052276,0.007353788,0.0008793667,0.04054209],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01822153,"threshold_uncertainty_score":0.09324396,"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."}}