{"id":"W3176413640","doi":"10.1192/bjo.2021.422","title":"Where's the emergency? Improving emergency psychiatry experience for core trainees in Bath and North East Somerset (BaNES) and Gloucestershire Health and Care (GHC) localities","year":2021,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group Health Centre","funders":"","keywords":"Suicidal ideation; Emergency psychiatry; Psychology; Medicine; Mental health; Medical emergency; Psychiatry; Nursing; Suicide prevention; Poison control","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":[0.0002607137,0.0002827595,0.0003907872,0.00005978905,0.0004443561,0.00008312185,0.0003663054,0.000109056,0.0002214586],"category_scores_gemma":[0.00000614946,0.0002351063,0.00005256404,0.0003250425,0.00009671453,0.0002703446,0.0002202311,0.0001881815,0.000002685836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003691305,"about_ca_system_score_gemma":0.0002511609,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004451814,"about_ca_topic_score_gemma":0.1456481,"domain_scores_codex":[0.9977838,0.0001298746,0.000607851,0.0007464121,0.0001573553,0.0005746696],"domain_scores_gemma":[0.9989414,0.00004442961,0.0002191553,0.0004329448,0.00007502835,0.0002870418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005099113,0.0002108845,0.4702187,0.003011951,0.0000620035,0.00000909149,0.4174482,6.768801e-7,0.000009621995,0.003747592,0.01075213,0.09401926],"study_design_scores_gemma":[0.001945043,0.0004812284,0.1640943,0.000180442,0.000024061,0.00008356339,0.807211,0.00003087821,9.884837e-7,0.0005376683,0.0250473,0.0003634461],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8930825,0.09804864,0.0000187252,0.002888002,0.002774719,0.001816986,0.0002103474,0.00002106737,0.001139026],"genre_scores_gemma":[0.9879423,0.007013683,0.0005074702,0.002023672,0.0003270894,0.0007361285,0.0001465524,0.00004669034,0.001256438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3897628,"threshold_uncertainty_score":0.9587356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07146994416603934,"score_gpt":0.3814839418942027,"score_spread":0.3100139977281633,"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."}}