{"id":"W2593565226","doi":"10.1007/s40037-017-0333-5","title":"Labelling of mental illness in a&amp;nbsp;paediatric emergency department and its implications for stigma reduction education","year":2017,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"Children's Health Foundation; Associated Medical Services; Academic Medical Organization of Southwestern Ontario; London Health Sciences Centre","keywords":"Stigma (botany); Mental illness; Emergency department; Medicine; Psychiatry; Psychology; Medical education; Mental health; Family medicine; Medical emergency","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003252451,0.0001273692,0.0001596105,0.0001986125,0.0004815374,0.00002169953,0.0001807291,0.0001083956,0.000501111],"category_scores_gemma":[0.0003463681,0.00012274,0.0000413688,0.0001223988,0.00006866367,0.0002121049,0.00002393445,0.0001139808,0.00001694409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002378348,"about_ca_system_score_gemma":0.000284411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003314456,"about_ca_topic_score_gemma":0.00008927937,"domain_scores_codex":[0.9988235,0.00007155395,0.0003387499,0.0003966791,0.0001732959,0.0001961988],"domain_scores_gemma":[0.9990484,0.00005509398,0.0002953983,0.0002995684,0.0001333763,0.000168236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003925294,0.01023339,0.04517398,0.0002495964,0.00007344369,1.60959e-7,0.04014459,0.000001252594,0.0003588163,0.1234189,0.005525387,0.774428],"study_design_scores_gemma":[0.001929203,0.0003548617,0.9404734,0.0002172015,0.00008388963,0.00001603769,0.04384316,0.00005412643,0.000362911,0.009518418,0.002802938,0.0003438474],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806138,0.004988965,0.00007638811,0.007954523,0.002793472,0.001269483,0.00002354632,0.00001514353,0.002264739],"genre_scores_gemma":[0.9951472,0.001956561,0.000232794,0.00004662168,0.0004912153,0.001164809,0.0001381923,0.00001441344,0.0008082071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8952994,"threshold_uncertainty_score":0.5486814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04517910822445852,"score_gpt":0.4562794190097654,"score_spread":0.4111003107853068,"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."}}