{"id":"W4318452036","doi":"10.1017/neu.2023.8","title":"Is it possible to find reliable biomarkers to diagnose suicide risk?","year":2023,"lang":"en","type":"article","venue":"Acta Neuropsychiatrica","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Content (measure theory); Action (physics); Computer science; Information retrieval; Mathematics","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":[0.01111767,0.001338062,0.002606777,0.004649162,0.0005554702,0.004158755,0.001298074,0.003050118,0.004814061],"category_scores_gemma":[0.04700186,0.0008542959,0.001537202,0.003352671,0.001410457,0.003578411,0.0009836082,0.00234491,0.003447842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005447509,"about_ca_system_score_gemma":0.00121254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009559915,"about_ca_topic_score_gemma":0.00131009,"domain_scores_codex":[0.9952725,0.002202631,0.0005617574,0.0006433674,0.001039133,0.0002807232],"domain_scores_gemma":[0.97691,0.01224595,0.00477735,0.001725107,0.003785058,0.0005564189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001353836,0.0005588633,0.6627161,0.003219197,0.002941239,0.0004979306,0.0004275583,0.0008171771,0.005227515,0.004687351,0.01995664,0.2975966],"study_design_scores_gemma":[0.0005926549,0.005482014,0.7621182,0.008470314,0.005580608,0.005102245,0.003404943,0.0084188,0.01410356,0.0972496,0.08901502,0.0004620419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3803227,0.4170608,0.06162404,0.09250923,0.008401637,0.0006557358,0.01178204,0.0009617188,0.02668211],"genre_scores_gemma":[0.8561008,0.07500967,0.04149661,0.01162461,0.004329222,0.0007393387,0.005470612,0.0001479703,0.005081254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01111767,"threshold_uncertainty_score":0.05879653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04085565125037985,"score_gpt":0.339104707974095,"score_spread":0.2982490567237152,"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."}}