{"id":"W4400517717","doi":"10.4415/ann_24_02_10","title":"ViolHelp: results of a pilot study to identify potential warning signs and risk factors for self- and hetero-directed violence in the calls received by the Helplines of the Italian National Institute of Health.","year":2024,"lang":"en","type":"article","venue":"PubMed","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Warning signs; Suicide prevention; Medical emergency; Poison control; Medicine; Environmental health; Gerontology; Engineering; Transport engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002891746,0.0005174063,0.000376609,0.001383627,0.0009157499,0.0007127255,0.0005672819,0.00069861,0.002582925],"category_scores_gemma":[0.008085186,0.0003326255,0.0003275231,0.000745938,0.0004934333,0.0006659898,0.001308334,0.000815603,0.0007296608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008127599,"about_ca_system_score_gemma":0.001081439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01144814,"about_ca_topic_score_gemma":0.01694152,"domain_scores_codex":[0.998771,0.0005934121,0.00007063694,0.0001152184,0.0001668752,0.0002828516],"domain_scores_gemma":[0.9938853,0.002207161,0.001079693,0.0004759424,0.0009839885,0.001367862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001578285,0.006716315,0.8831475,0.0003375253,0.00006878654,0.002001633,0.0445147,0.0002303064,0.00333464,0.00007415494,0.004900999,0.05309514],"study_design_scores_gemma":[0.00005201894,0.002523504,0.9852268,0.0000262749,0.00002030322,0.0001747834,0.009869565,0.0001736957,0.0002430507,0.00002099077,0.001651451,0.00001764565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961355,0.00003239865,0.0002185411,0.00008247469,0.00001038212,0.0009531537,0.001230627,0.00003051735,0.001306446],"genre_scores_gemma":[0.9907194,0.00009317051,0.00146954,0.0002627448,0.00003182059,0.00238276,0.002593417,0.00002477348,0.002422371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01144814,"threshold_uncertainty_score":0.02276301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0660087411650889,"score_gpt":0.3425354458628823,"score_spread":0.2765267046977934,"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."}}