{"id":"W4416352511","doi":"10.1186/s12969-025-01166-4","title":"Mental health screening in pediatric rheumatology: a feasibility study","year":2025,"lang":"en","type":"article","venue":"Pediatric Rheumatology","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"BC Children's Hospital","keywords":"Mental health; Depression (economics); Anxiety; Rheumatology; Population; Health care","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01074644,0.0005888747,0.0005454997,0.0008312589,0.001251516,0.001045528,0.0008018803,0.000812918,0.002425678],"category_scores_gemma":[0.0116748,0.0006494203,0.0005777514,0.0007053588,0.0009543093,0.001070157,0.001287623,0.001384066,0.0007093428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001161639,"about_ca_system_score_gemma":0.003693341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005024646,"about_ca_topic_score_gemma":0.008518605,"domain_scores_codex":[0.9939358,0.003902913,0.0003582974,0.0002423442,0.0007153988,0.0008452748],"domain_scores_gemma":[0.9938752,0.002258836,0.001029647,0.0003587806,0.0009746233,0.001502807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003292885,0.02817164,0.9049396,0.0004921645,0.00007762497,0.00394717,0.01676893,0.0001530825,0.001649546,0.0002443183,0.001205198,0.03905785],"study_design_scores_gemma":[0.003193316,0.05521649,0.9023564,0.0002623649,0.0001033746,0.004457647,0.02949207,0.0006591289,0.0004814143,0.0001608286,0.003548376,0.00006861125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996677,0.00008297953,0.0001926932,0.0001367951,0.000008630517,0.002017785,0.00008252236,0.00000347178,0.0007980642],"genre_scores_gemma":[0.9933008,0.0003825963,0.00156845,0.0003263676,0.00003988131,0.003905228,0.0002054744,0.000003735669,0.0002675313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01074644,"threshold_uncertainty_score":0.05683327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02667818512572373,"score_gpt":0.3530358269739272,"score_spread":0.3263576418482034,"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."}}