{"id":"W4413801794","doi":"10.1016/j.avb.2025.102080","title":"A meta-analysis of recidivism rates among individuals who commit child sexual exploitation material (CSEM) offending","year":2025,"lang":"en","type":"article","venue":"Aggression and Violent Behavior","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre; Carleton University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Recidivism; Commit; Human factors and ergonomics; Poison control; Injury prevention; Suicide prevention; Psychology; Occupational safety and health; Sex offense; Sexual abuse; Clinical psychology; Meta-analysis; Sexual assault; Psychiatry; Forensic engineering; Medical emergency; Medicine; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01529762,0.002506061,0.01154822,0.006077119,0.0008165836,0.003687213,0.001695307,0.002156411,0.002140428],"category_scores_gemma":[0.04010906,0.001819901,0.05785082,0.005462483,0.0007100411,0.00145405,0.001303346,0.002316244,0.0003297768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002080257,"about_ca_system_score_gemma":0.002272913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01051075,"about_ca_topic_score_gemma":0.01550201,"domain_scores_codex":[0.9893379,0.005581965,0.002555878,0.001345485,0.0008831446,0.0002956339],"domain_scores_gemma":[0.979678,0.01467452,0.002361625,0.001551044,0.001427275,0.0003074406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002251446,0.00001918168,0.007507926,0.03670324,0.9474956,0.0001178028,0.00004801435,0.0003651564,0.0002575933,0.00006471416,0.0003412498,0.004828107],"study_design_scores_gemma":[0.000308873,0.0001267075,0.005014788,0.001984889,0.9916044,0.00007916697,0.00002132252,0.0001131283,0.0001042061,0.00009462513,0.0005365755,0.0000113415],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04039585,0.9539225,0.002016565,0.0004763427,0.0004452275,0.0002931067,0.00156081,0.0001161267,0.0007734888],"genre_scores_gemma":[0.6886189,0.3006347,0.005162135,0.001402349,0.0003365991,0.0008130935,0.002198499,0.000110191,0.0007236163],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01529762,"threshold_uncertainty_score":0.08090252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08426278474246425,"score_gpt":0.3750792090975741,"score_spread":0.2908164243551099,"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."}}