{"id":"W4410353331","doi":"10.61838/kman.pdmd.1.2.6","title":"Prediction of suicidal thoughts based on alexithymia and childhood traumas of divorced women","year":2022,"lang":"en","type":"article","venue":"پویایی روانشناختی در اختلال‌های خلقی.","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alexithymia; Psychology; Childhood abuse; Clinical psychology; Developmental psychology; Suicide prevention; Child abuse; Poison control; Medicine; Medical emergency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007089084,0.0004012578,0.0008053164,0.0004735089,0.0003972087,0.00001505362,0.0003821521,0.0001558891,0.002527178],"category_scores_gemma":[0.0000782579,0.0003877284,0.0002046936,0.0006265807,0.0002706754,0.00009591835,0.0002061667,0.0004844293,0.0000268948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001258524,"about_ca_system_score_gemma":0.00007283664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002956806,"about_ca_topic_score_gemma":0.00003200859,"domain_scores_codex":[0.9966952,0.0004248155,0.0007955223,0.0007193851,0.0007110969,0.0006539793],"domain_scores_gemma":[0.9982014,0.0004112481,0.0004122507,0.0007243101,0.00008628355,0.0001645094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006853095,0.007378154,0.8004413,0.0005838173,0.002760238,0.0001834569,0.1160396,0.002254028,0.01510318,0.007393359,0.03156025,0.009449456],"study_design_scores_gemma":[0.006262886,0.004566315,0.96763,0.00003858063,0.0001625686,0.00003430687,0.01195139,0.0004555916,0.003439731,0.0009548453,0.003961072,0.0005427158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786156,0.0007380097,0.00008925545,0.0003299073,0.001081199,0.0006204015,0.0005072415,0.0001467778,0.01787161],"genre_scores_gemma":[0.9973274,0.00003393606,0.0001103962,0.0005191138,0.0002602556,0.0003495473,0.00007037599,0.00006824626,0.001260761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1671887,"threshold_uncertainty_score":0.9998575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02725868916938231,"score_gpt":0.2643558019018016,"score_spread":0.2370971127324193,"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."}}