{"id":"W4407505524","doi":"10.1037/lhb0000594","title":"What risk assessment tools can be used with men convicted of child sexual exploitation material offenses? Recommendations from a review of current research.","year":2025,"lang":"en","type":"review","venue":"Law and Human Behavior","topic":"Sex work and related issues","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre; Simon Fraser University","funders":"","keywords":"Recidivism; Risk assessment; Psychology; Sex offense; Human factors and ergonomics; Child pornography; Risk management tools; Conviction; Poison control; Sex offender; Suicide prevention; Psychiatry; Clinical psychology; Actuarial science; Sexual abuse; Computer security; Medical emergency; Medicine; Computer science; The Internet; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.001007442,0.0002367252,0.00118849,0.0001444206,0.0007183928,0.000229973,0.0002713987,0.0002205029,0.0006670143],"category_scores_gemma":[0.00005095222,0.0001806281,0.0001166808,0.0003518297,0.0005319833,0.0002639671,0.00008653628,0.0005040361,0.000001097685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001135956,"about_ca_system_score_gemma":0.0004107222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005856392,"about_ca_topic_score_gemma":0.003082137,"domain_scores_codex":[0.9965072,0.001542366,0.0007385834,0.0003811445,0.0005852155,0.0002455091],"domain_scores_gemma":[0.9981729,0.0004297225,0.0006351562,0.0003256452,0.0003384912,0.00009809145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001986005,0.000971026,0.0001572527,0.04208739,0.0004856095,0.00000796676,0.01815157,3.943096e-8,0.000005386353,0.03487498,0.005915684,0.8973233],"study_design_scores_gemma":[0.0002704934,0.0001649918,0.00008752209,0.1380409,0.00214144,3.722518e-7,0.004938226,2.801931e-8,0.000005750075,0.00008619466,0.8540539,0.0002102453],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001787473,0.9917579,7.376276e-7,0.000353877,0.0004602063,0.002456738,0.000829463,0.0000314744,0.002322184],"genre_scores_gemma":[0.0003668581,0.9959732,0.00005242514,0.00002735008,0.0001314634,0.0004138689,0.002603374,0.00002031163,0.0004111491],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.897113,"threshold_uncertainty_score":0.8853152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1681559238119466,"score_gpt":0.4796167777555377,"score_spread":0.3114608539435911,"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."}}