{"id":"W4390911071","doi":"10.4081/ripppo.2023.729","title":"Defense mechanisms are associated with mental health symptoms across six countries","year":2024,"lang":"en","type":"article","venue":"Research in Psychotherapy Psychopathology Process and Outcome","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; Université du Québec à Montréal","funders":"","keywords":"Mental health; Psychological intervention; Neuroticism; Psychology; Distress; Clinical psychology; Situational ethics; Psychological distress; Psychiatry; Medicine; Personality; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004985997,0.0004381632,0.0007202059,0.0006725275,0.0006055817,0.000198443,0.0004239412,0.0003772005,0.0003640065],"category_scores_gemma":[0.00001975825,0.0003495243,0.00008973925,0.001422964,0.0006772933,0.0002123103,0.00003187384,0.001299262,0.0001367787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005161227,"about_ca_system_score_gemma":0.0004399194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002571008,"about_ca_topic_score_gemma":0.002243202,"domain_scores_codex":[0.9942868,0.0008558771,0.000754967,0.001407365,0.00076901,0.001925999],"domain_scores_gemma":[0.9981846,0.0005397188,0.0001691374,0.0005479176,0.0001317694,0.0004269197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006150808,0.002170242,0.7834624,0.002175818,0.0004068148,0.001484299,0.07303503,0.000004712782,0.0001173349,0.06672378,0.005666698,0.05860204],"study_design_scores_gemma":[0.0308127,0.01468248,0.6466274,0.006120646,0.00003981156,0.001853504,0.03601576,0.0003764576,0.00006193952,0.1097966,0.1507003,0.002912371],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480128,0.02075975,0.0009478645,0.02380567,0.002447408,0.002014423,0.0003985271,0.000355759,0.001257773],"genre_scores_gemma":[0.9863721,0.003805935,0.00007901335,0.00641403,0.0001404493,0.0005809109,0.00004206922,0.0001284925,0.002436998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1450336,"threshold_uncertainty_score":0.9998957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09885721430120546,"score_gpt":0.520017550457396,"score_spread":0.4211603361561905,"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."}}