{"id":"W3005878594","doi":"10.1109/uemcon47517.2019.8993091","title":"Suicide Prediction Analysis with Generalized Addictive Model","year":2019,"lang":"en","type":"article","venue":"","topic":"Mental Health Research Topics","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[0.002376765,0.0009687855,0.001076034,0.002159426,0.0005993113,0.001143887,0.001221625,0.0008293406,0.003826884],"category_scores_gemma":[0.004683847,0.0003797712,0.001949362,0.001000265,0.0004168091,0.0005733024,0.0009268837,0.001495953,0.0005814686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008260431,"about_ca_system_score_gemma":0.00101519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02110788,"about_ca_topic_score_gemma":0.008044412,"domain_scores_codex":[0.9990326,0.0004551023,0.00007992968,0.0001964532,0.000118475,0.0001174295],"domain_scores_gemma":[0.9984934,0.000871141,0.0001248303,0.00008194885,0.0003590106,0.00006956845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000544583,0.0006250157,0.1330273,0.0002654694,0.0008866962,0.001094232,0.0005441134,0.7251759,0.0008531886,0.01196227,0.005468096,0.1195531],"study_design_scores_gemma":[0.00001001218,0.00006918037,0.004532708,0.0000162038,0.00006152748,0.0000717417,0.00005416277,0.9922181,0.00007548533,0.002609272,0.000267836,0.00001368528],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6920221,0.001536915,0.2966286,0.001549965,0.0002672216,0.0004363964,0.001044541,0.001208708,0.005305572],"genre_scores_gemma":[0.9790776,0.0004240461,0.01728885,0.00008124737,0.00006607279,0.0001940891,0.0007103718,0.00003299904,0.002124706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02110788,"threshold_uncertainty_score":0.04197001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06001676347278632,"score_gpt":0.4085849106270912,"score_spread":0.3485681471543048,"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."}}