{"id":"W4411157592","doi":"10.1192/bjp.2025.118","title":"The value of mental science: we publish what matters","year":2025,"lang":"en","type":"editorial","venue":"The British Journal of Psychiatry","topic":"Psychology of Moral and Emotional Judgment","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wellesley Institute; University of Toronto; Institute for Clinical Evaluative Sciences; Centre for Addiction and Mental Health; Western University","funders":"Cilag; Economic and Social Research Council; Medical Research Council; Fogarty International Center; Canadian Institutes of Health Research; NIHR Maudsley Biomedical Research Centre; National Institutes of Health; Versus Arthritis; Forskningsrådet om Hälsa, Arbetsliv och Välfärd; Angelini Pharma; National Taiwan University; Victoria General Hospital Foundation; Fondation de France; Novo Nordisk; National Institute of Mental Health; Fondation pour la Recherche Médicale; Newcastle University; Vetenskapsrådet; Eisai; National Natural Science Foundation of China; Australian Rotary Health; British Academy; Great Britain Sasakawa Foundation; National Institute for Health and Care Research; Wellcome Trust; University of Southampton; Alzheimer's Society; Michael Smith Health Research BC; Servier; Fundação Bial; Dunhill Medical Trust; Imperial College London; LivaNova; Mental Health Research UK; Guarantors of Brain; H. Lundbeck A/S; Sunovion; Engineering and Physical Sciences Research Council; Royal College of Psychiatrists; Idorsia Pharmaceuticals; Karolinska Institutet; National Alliance for Research on Schizophrenia and Depression; National Health and Medical Research Council; AstraZeneca; UK Research and Innovation; Eli Lilly and Company; American Foundation for Suicide Prevention","keywords":"Publication; Mental health; Publishing; Value (mathematics); Portfolio; Psychology; Psychiatry; Public relations; Medicine; Political science; Business; Computer science; Law; Finance","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01911088,0.002457133,0.003743359,0.004936441,0.005222618,0.01654521,0.003997093,0.01798199,0.01943121],"category_scores_gemma":[0.09210344,0.00141093,0.001952511,0.0022894,0.00485377,0.007948718,0.001800263,0.02814358,0.01451156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005927747,"about_ca_system_score_gemma":0.009766996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003509368,"about_ca_topic_score_gemma":0.007958116,"domain_scores_codex":[0.9834992,0.003347154,0.002151591,0.001150373,0.008983165,0.000868384],"domain_scores_gemma":[0.908546,0.03804224,0.003928386,0.003119009,0.03458618,0.01177814],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002832197,0.00001072931,0.00002333324,0.0002584916,0.00001910918,0.00005824852,0.00003144805,0.00001800268,0.00004283572,0.0005547957,0.9934306,0.005524078],"study_design_scores_gemma":[0.00005161933,0.0000279223,0.000266005,0.0008829179,0.00004728849,0.0001421772,0.0001138559,0.0001236912,0.00009718731,0.002835596,0.9953799,0.00003168112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002068361,0.002877512,0.00005648417,0.06261907,0.9333633,0.00001011852,0.0000209443,0.00003792623,0.0009939967],"genre_scores_gemma":[0.0005383982,0.003787967,0.0001141877,0.04824698,0.9398639,0.00002202754,0.00002239612,0.00005604256,0.007347979],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9808891,"threshold_uncertainty_score":0.1010692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787797848336795,"score_gpt":0.2779517054247766,"score_spread":0.2600737269414086,"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."}}