{"id":"W2067437462","doi":"10.1111/sltb.12068","title":"Differentiating Suicide Attempters from Suicide Ideators: A Critical Frontier for Suicidology Research","year":2013,"lang":"en","type":"article","venue":"Suicide and Life-Threatening Behavior","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":723,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Suicidology; Suicide prevention; Psychology; Impulsivity; Psychiatry; Depression (economics); Poison control; Suicide attempt; Clinical psychology; Parasuicide; Human factors and ergonomics; Medicine; Medical emergency","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001269534,0.0008317883,0.001389206,0.0006548716,0.001259402,0.0004055263,0.0006532404,0.0006790492,0.003402476],"category_scores_gemma":[0.001408698,0.0007581816,0.0004106057,0.0004398213,0.0009861703,0.0004817717,0.0004461338,0.001125596,0.0006503081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001335862,"about_ca_system_score_gemma":0.0001044879,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03267768,"about_ca_topic_score_gemma":0.0007269343,"domain_scores_codex":[0.9929081,0.0007953441,0.001322921,0.00177744,0.0007027233,0.002493516],"domain_scores_gemma":[0.9924868,0.004742754,0.0002374465,0.0009961912,0.000747275,0.0007895739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000385053,0.0003472528,0.9664215,0.00005214301,0.0004529098,0.0001217028,0.004249475,9.172907e-7,0.007889423,0.001888504,0.01019285,0.007998309],"study_design_scores_gemma":[0.003285484,0.0007960035,0.9716929,0.0001145926,0.0008043423,0.0000482951,0.01447135,0.00008146138,0.002149923,0.004919712,0.0004594597,0.001176524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848813,0.006981086,0.001252691,0.001927039,0.001626772,0.001976126,0.0001818649,0.0003373169,0.0008357678],"genre_scores_gemma":[0.9897572,0.00008306776,0.002380357,0.001078619,0.001084276,0.003598994,0.0002048361,0.0002058189,0.001606789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03195075,"threshold_uncertainty_score":0.9994869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1521184426588967,"score_gpt":0.4233792051020628,"score_spread":0.2712607624431661,"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."}}