{"id":"W4312112586","doi":"10.2196/42386","title":"Detection of Suicide Risk Using Vocal Characteristics: Systematic Review","year":2022,"lang":"en","type":"article","venue":"JMIR Biomedical Engineering","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"MEDLINE; Observational study; Randomized controlled trial; Poison control; Triage; Psychology; Medicine; Applied psychology; Psychiatry; Medical emergency; Surgery; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.01012658,0.00166791,0.00968725,0.01337818,0.0006628857,0.002785007,0.002565681,0.002102062,0.004886157],"category_scores_gemma":[0.06299689,0.001156583,0.01030208,0.01279158,0.001274208,0.002877493,0.001703048,0.001046924,0.0004382108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003417133,"about_ca_system_score_gemma":0.01043491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008439032,"about_ca_topic_score_gemma":0.02171453,"domain_scores_codex":[0.9904074,0.002891994,0.004139584,0.000768705,0.001573708,0.0002185594],"domain_scores_gemma":[0.9412769,0.04453216,0.009323405,0.0008210498,0.003669784,0.00037664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002020134,0.000008604066,0.001188991,0.9630206,0.01249455,0.00007694258,0.0001251672,0.0000732,0.00006961558,0.00009125801,0.0008336055,0.02181549],"study_design_scores_gemma":[0.0002295641,0.0002008425,0.004831054,0.8777242,0.1076546,0.0003515858,0.0002660868,0.0001028992,0.000159904,0.0002768546,0.00816411,0.00003838817],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001637354,0.9962649,0.0003026389,0.0002373758,0.0001007415,0.0004741678,0.0007085201,0.0000190131,0.000255187],"genre_scores_gemma":[0.02491071,0.9718729,0.001072392,0.0005468148,0.00009507455,0.0008427393,0.0005077518,0.00001214971,0.0001394147],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01337818,"threshold_uncertainty_score":0.05355507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028310850378507,"score_gpt":0.2655307262310337,"score_spread":0.2552476177272486,"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."}}