{"id":"W4404668065","doi":"10.6000/1929-6029.2024.13.23","title":"The Impact of Group Psychotherapy on the Mental Health of Servicemen with Post-Traumatic Stress Disorder","year":2024,"lang":"en","type":"article","venue":"International Journal of Statistics in Medical Research","topic":"Posttraumatic Stress Disorder Research","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychology; Traumatic stress; Clinical psychology; Psychotherapist; Psychiatry; Group psychotherapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006356562,0.0001298052,0.0002779414,0.0005093544,0.00008685915,0.00008953015,0.001645873,0.00006716842,0.003015811],"category_scores_gemma":[0.0009344202,0.00006094699,0.00009374268,0.0004782125,0.0007658842,0.00006103903,0.00006610782,0.001341345,0.00001644932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002398442,"about_ca_system_score_gemma":0.000943034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003869816,"about_ca_topic_score_gemma":0.00264719,"domain_scores_codex":[0.9924716,0.001122164,0.0009642657,0.0001671209,0.004843651,0.000431137],"domain_scores_gemma":[0.9905746,0.007770259,0.000266629,0.0002757101,0.0009343524,0.0001784756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005452924,0.0039155,0.0177932,0.0003303173,0.003164875,0.00047854,0.03518575,0.0001129855,0.00008527953,0.4083392,0.02712627,0.4980152],"study_design_scores_gemma":[0.01479992,0.03833608,0.6440839,0.0192081,0.00003636094,0.0009156302,0.1033733,0.02443761,0.0001210554,0.1461056,0.007905965,0.0006765875],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9320813,0.005143516,0.007056045,0.0495432,0.0009800661,0.0008731417,0.001218841,0.000007292571,0.00309653],"genre_scores_gemma":[0.9963014,0.003029537,0.0002833208,0.0001063563,0.0001000961,0.00002526884,0.00002123289,0.00002728342,0.0001055292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6262906,"threshold_uncertainty_score":0.9978955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08308685217334537,"score_gpt":0.5355177021290888,"score_spread":0.4524308499557434,"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."}}