{"id":"W4390788696","doi":"10.1002/wps.21157","title":"The need to focus on perfectionism in suicide assessment, treatment and prevention","year":2024,"lang":"en","type":"article","venue":"World Psychiatry","topic":"Perfectionism, Procrastination, Anxiety Studies","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; York University","funders":"","keywords":"Medicine; Psychiatry; Suicide prevention; Poison control; Injury prevention; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003255611,0.000191628,0.0001447464,0.0003067021,0.000485158,0.0001600529,0.0000770519,0.0000504018,0.0001127939],"category_scores_gemma":[0.00001061179,0.0001442119,0.00008263976,0.0006330763,0.00004829014,0.00006851466,0.00002427489,0.0002074335,0.0001851834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000267916,"about_ca_system_score_gemma":0.00007536866,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003819599,"about_ca_topic_score_gemma":0.01916489,"domain_scores_codex":[0.9987385,0.0001532598,0.0002510555,0.0004502626,0.000120472,0.0002864577],"domain_scores_gemma":[0.9994628,0.0001667097,0.00004043265,0.0002496292,0.00002198883,0.00005844468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002490523,0.0007468445,0.3531284,0.0000493003,0.0005207338,0.000008064514,0.004372672,0.00005751911,0.0001078534,0.325359,0.06268249,0.2527181],"study_design_scores_gemma":[0.001038014,0.0009787206,0.8577315,0.0001675875,0.00007472836,0.00002881262,0.001928073,0.00008189669,0.00002168449,0.02942584,0.1082572,0.0002659653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6152241,0.01443399,0.001517181,0.1118597,0.02019655,0.002278495,0.00001947338,0.0006391567,0.2338314],"genre_scores_gemma":[0.9546634,0.0001683416,0.0003721995,0.0002461858,0.0004990161,0.000574851,0.000004352432,0.00003077356,0.0434409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.504603,"threshold_uncertainty_score":0.9987328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127266502501849,"score_gpt":0.3711917403850001,"score_spread":0.3499190753599816,"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."}}