{"id":"W4416422574","doi":"10.1177/23743735251399981","title":"Championing Ethical Engagement of Youth in Healthcare: A Reflective Commentary","year":2025,"lang":"en","type":"article","venue":"Journal of Patient Experience","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto; McMaster University","funders":"","keywords":"Accountability; Youth engagement; Unintended consequences; Service delivery framework; Population; Service (business); Health care; Ethical issues; Service provider","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":[],"consensus_categories":[],"category_scores_codex":[0.001307645,0.0001130975,0.0003845543,0.0003190632,0.00027613,0.000002700696,0.0001940444,0.0002248508,0.00003300923],"category_scores_gemma":[0.0004653776,0.00009418072,0.00007514774,0.0005243468,0.00006184159,0.00009601232,0.0001189166,0.002254777,0.000001784554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004737168,"about_ca_system_score_gemma":0.0006527965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006436526,"about_ca_topic_score_gemma":0.0001078398,"domain_scores_codex":[0.9963584,0.001343179,0.001383604,0.0001441911,0.0004179858,0.0003526461],"domain_scores_gemma":[0.9980196,0.000501864,0.0008055387,0.0001573921,0.0003795638,0.0001360425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004798987,0.0001935858,0.6973663,0.0004250075,0.00001377632,0.00001802973,0.2936601,0.00001513034,0.00007359595,0.001115976,0.003119466,0.00351908],"study_design_scores_gemma":[0.0052038,0.00247423,0.1677688,0.007851286,0.00005817868,0.00000342511,0.7953984,0.00009449425,0.001128451,0.001924699,0.01768137,0.000412847],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702574,0.0006861152,0.0003477666,0.0267626,0.001169385,0.0004460962,0.000006700302,0.000007168173,0.0003167788],"genre_scores_gemma":[0.9821033,0.0002613267,0.0006369221,0.01681509,0.0001432127,0.00001792936,0.000002491024,0.000006571941,0.00001319957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5295975,"threshold_uncertainty_score":0.9796011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1021761797189266,"score_gpt":0.4896315569973118,"score_spread":0.3874553772783852,"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."}}