{"id":"W4308183422","doi":"10.1002/da.23291","title":"Decision‐making biases in suicide attempters with major depressive disorder: A computational modeling study using the balloon analog risk task (BART)","year":2022,"lang":"en","type":"article","venue":"Depression and Anxiety","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Major depressive disorder; Suicidal ideation; Psychology; Clinical psychology; Preference; Depression (economics); Psychiatry; Poison control; Task (project management); Human factors and ergonomics; Suicide prevention; Medicine; Medical emergency; Cognition","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000507951,0.0002289012,0.0002903248,0.0001604165,0.001334146,0.00006102208,0.0002243359,0.00004231699,0.0001826025],"category_scores_gemma":[0.0000652125,0.0001506356,0.00006873038,0.0003723939,0.00006684739,0.00009819172,0.0003885573,0.0004377116,0.000002346793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004124038,"about_ca_system_score_gemma":0.00002963366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001836172,"about_ca_topic_score_gemma":0.001055418,"domain_scores_codex":[0.9977874,0.0004975044,0.0003588921,0.0005878726,0.0004215924,0.0003467451],"domain_scores_gemma":[0.9987857,0.0006435537,0.0001762885,0.0002865749,0.00005068718,0.00005722589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003984525,0.0002342801,0.7249939,0.000002464826,0.0001041154,0.00004421532,0.006146076,0.2600665,0.00001786475,0.000009908796,0.0001127807,0.007869417],"study_design_scores_gemma":[0.004093627,0.0002108473,0.5421006,0.00006497384,0.0001744113,0.00009828559,0.05465025,0.3976506,0.000002166604,0.0004527031,0.0001293738,0.0003721529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987457,0.002939516,0.008633301,0.00006586716,0.0001514461,0.0005262799,0.00004527315,0.0000439684,0.0001373347],"genre_scores_gemma":[0.998743,0.00006969232,0.0005459339,0.0003969431,0.00003635638,0.000152912,0.00001407007,0.00002701938,0.0000140956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1828933,"threshold_uncertainty_score":0.999966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03692167119920163,"score_gpt":0.3321446092944796,"score_spread":0.2952229380952779,"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."}}