{"id":"W4409128218","doi":"10.1093/pch/pxae103","title":"HEADS-ED Under 6: A clinician-administered mental health and developmental screening and triage tool","year":2025,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Ontario Centre of Excellence for Child and Youth Mental Health; University of Ottawa; Mental Health Research Canada; Agricultural Research Institute of Ontario","funders":"","keywords":"Triage; Mental health; Psychology; Medicine; Psychiatry; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001762531,0.0004353672,0.0003956534,0.001391951,0.0004268423,0.000446044,0.0005966073,0.0003547311,0.005591425],"category_scores_gemma":[0.004620213,0.0003124925,0.000606651,0.0008282524,0.0002892797,0.0004377454,0.001228912,0.000539733,0.0007571876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001215305,"about_ca_system_score_gemma":0.003049574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03048545,"about_ca_topic_score_gemma":0.1264179,"domain_scores_codex":[0.9985377,0.0005853292,0.0002797323,0.0001489355,0.0002988503,0.0001495028],"domain_scores_gemma":[0.9961098,0.0008755709,0.001559881,0.0001483237,0.0008280029,0.0004784362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000670936,0.001050744,0.8512593,0.0003780667,0.0001013043,0.000309627,0.00143624,0.0007695706,0.001091027,0.0002783805,0.02590672,0.1167481],"study_design_scores_gemma":[0.0001560633,0.0004428156,0.9909797,0.0001166567,0.00002384205,0.0002298303,0.0008015105,0.001002452,0.0004343936,0.00009102347,0.005688693,0.00003293389],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9571831,0.0004492854,0.002620744,0.0009341153,0.00007178464,0.004661891,0.01964565,0.0003319462,0.01410159],"genre_scores_gemma":[0.9397292,0.0008421351,0.0348759,0.0004842724,0.00007153684,0.005570971,0.01114236,0.00002991613,0.007253651],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03048545,"threshold_uncertainty_score":0.06061602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02559902905210387,"score_gpt":0.3247191922700417,"score_spread":0.2991201632179378,"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."}}