{"id":"W4403471395","doi":"10.1192/bjp.2024.152","title":"Academic psychiatry is everyone's business","year":2024,"lang":"en","type":"editorial","venue":"The British Journal of Psychiatry","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cilag; Janssen Research and Development; National Institute of Mental Health; Alzheimer's Society; Canadian Institutes of Health Research; University of Oxford; Elizabeth Blackwell Institute for Health Research, University of Bristol; Angelini Pharma; LivaNova; National Taiwan University; NSW Ministry of Health; Eisai; Fondazione Cariplo; Australian Rotary Health; Medical Research Council; Servier; King's Health Partners; Idorsia Pharmaceuticals; H. Lundbeck A/S; University of Bristol; Britannia Pharmaceuticals; King's College London; University of East Anglia; British Medical Association; National Institute for Health and Care Research; Michael Smith Health Research BC; Eli Lilly and Company; Royal College of Physicians of Edinburgh; Mylan; European Commission; AstraZeneca; Indivior; Royal College of Psychiatrists; BRACE; Wellcome Trust; South London and Maudsley NHS Foundation Trust; Sanofi; GW Pharmaceuticals; Sunovion; Norfolk and Norwich University Hospitals NHS Foundation Trust; Department of Health and Social Care; Teva Pharmaceutical Industries; UK Research and Innovation; National Alliance for Research on Schizophrenia and Depression; National Institute for Health and Care Excellence; American Foundation for Suicide Prevention; Pfizer; Biogen; GlaxoSmithKline","keywords":"Specialty; Value (mathematics); Frame (networking); Clinical psychiatry; Psychology; Medical education; Psychiatry; Medicine; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008161766,0.002656701,0.002990265,0.003016614,0.005396453,0.01468196,0.003188551,0.01460183,0.01848428],"category_scores_gemma":[0.03774979,0.001221943,0.00176065,0.001925047,0.003943584,0.006244484,0.002066382,0.02799572,0.01532363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005342319,"about_ca_system_score_gemma":0.009881213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004266739,"about_ca_topic_score_gemma":0.01348933,"domain_scores_codex":[0.9884982,0.001676198,0.000775757,0.0006708497,0.0077852,0.0005938929],"domain_scores_gemma":[0.9664355,0.01325059,0.00152093,0.0009535053,0.01161321,0.006226241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008766321,0.000006334797,0.0000116299,0.0001149173,0.000006457885,0.00003152517,0.00001666415,0.000007947077,0.00001370804,0.0003795103,0.9957766,0.003625969],"study_design_scores_gemma":[0.00002183813,0.00001222686,0.0001373993,0.0004401263,0.00001663936,0.00009023556,0.00007934311,0.00003760782,0.00003131843,0.001001396,0.9981199,0.00001186071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002074515,0.004357273,0.00004323591,0.05655555,0.9364108,0.000008137984,0.00001684449,0.00003671572,0.00255073],"genre_scores_gemma":[0.0005943994,0.006397387,0.0000940398,0.05002118,0.9293092,0.00001508694,0.00001958294,0.00003695052,0.01351207],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01848428,"threshold_uncertainty_score":0.06183612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02130279637390433,"score_gpt":0.3937045363070352,"score_spread":0.3724017399331309,"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."}}