{"id":"W4414220638","doi":"10.1016/j.jaacop.2025.09.001","title":"Cross-Cultural Consortium on Irritability (C3I): An International Network for Research on Cultural Similarities and Differences in Irritability","year":2025,"lang":"en","type":"article","venue":"JAACAP Open","topic":"Mental Health via Writing","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"University of Texas Health Science Center at San Antonio; Perelman School of Medicine, University of Pennsylvania; Stony Brook University; National Taiwan University; Centre Hospitalier Universitaire Vaudois; Université de Lausanne; Università di Bologna; Universidade Federal do Rio Grande do Sul; Deakin University; Universität Heidelberg; Université de Bordeaux; National Taiwan University Hospital; Cardiff University; Purdue University; University of Southampton; Campbell Family Mental Health Research Institute; Janssen Scientific Affairs; Universidad de Chile; Institut National de la Santé et de la Recherche Médicale; Università degli Studi di Cagliari; Erasmus Universiteit Rotterdam; U.S. Department of Health and Human Services; Montclair State University; Wayne State University; University of Cyprus; University of Bern; National Institute of Mental Health; Penn State College of Medicine; Universität Basel; Universidade de Santiago de Compostela; Universidad Complutense de Madrid; Pennsylvania State University; Raymond and Beverly Sackler Institute for Biological, Physical and Engineering Sciences, Yale University; Universiteit Gent; University of Pennsylvania; Yale University; National Institutes of Health; Okinawa Institute of Science and Technology Graduate University; Children's Hospital of Philadelphia; Manisa Celal Bayar Üniversitesi","keywords":"Irritability; Intervention (counseling); Sociocultural evolution; Culturally appropriate; Base (topology)","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":[],"consensus_categories":[],"category_scores_codex":[0.1101319,0.00173065,0.002617478,0.0163151,0.006164283,0.007677745,0.006249454,0.003316788,0.02139181],"category_scores_gemma":[0.1784889,0.001338851,0.002894494,0.01884224,0.002953733,0.006619255,0.03293023,0.007332716,0.005818895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00636024,"about_ca_system_score_gemma":0.04680573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02770963,"about_ca_topic_score_gemma":0.0338138,"domain_scores_codex":[0.9407383,0.03412097,0.00737835,0.003768992,0.01083653,0.003156823],"domain_scores_gemma":[0.7215383,0.07614697,0.03080381,0.03714891,0.0929659,0.04139612],"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":[0.001465564,0.0007676152,0.1681505,0.009852342,0.00182229,0.0008732534,0.03342878,0.0006703082,0.001665932,0.01948656,0.3828716,0.3789452],"study_design_scores_gemma":[0.0007979551,0.0004233496,0.4040104,0.02189173,0.001116465,0.000937507,0.02175707,0.001407918,0.00163146,0.01755305,0.5277228,0.0007502774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1339471,0.03859418,0.09573588,0.05890299,0.009942341,0.08913609,0.2354845,0.005214924,0.3330421],"genre_scores_gemma":[0.3040499,0.02149061,0.1711423,0.01279027,0.002217934,0.2702959,0.1795289,0.004351452,0.03413272],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1101319,"threshold_uncertainty_score":0.5824401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3244933392785591,"score_gpt":0.5831237747587747,"score_spread":0.2586304354802157,"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."}}