{"id":"W4392986787","doi":"10.32920/25444042","title":"Child Sexual Abuse Images Online: Implications for Social Work Training and Practice","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Sexual abuse; Child sexual abuse; Social work; Work (physics); Psychology; Sexual violence; Applied psychology; Developmental psychology; Criminology; Political science; Human factors and ergonomics; Poison control; Medicine; Medical emergency; Geography; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001698675,0.0001993069,0.0002481822,0.00009233283,0.002735808,0.0007951522,0.0002826797,0.0004272469,0.0002926337],"category_scores_gemma":[0.00390672,0.000215449,0.0001045252,0.0006631571,0.0002947521,0.0002193574,0.0001750384,0.0008771921,0.00004902927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001350147,"about_ca_system_score_gemma":0.0009309431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005187006,"about_ca_topic_score_gemma":0.0006321303,"domain_scores_codex":[0.9981928,0.0004209414,0.0002901361,0.0005323464,0.0002190099,0.0003447026],"domain_scores_gemma":[0.9953244,0.003758577,0.0002606493,0.0001805043,0.0003214206,0.0001544836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004888229,0.0002366939,0.00008868898,0.00008874705,0.000241429,7.391333e-7,0.3851475,0.000002406613,0.00000440315,0.3195593,0.1701164,0.1244648],"study_design_scores_gemma":[0.00008934272,0.000008685443,0.001359522,0.00001955792,0.0002374957,0.000002223856,0.2026911,0.000001379111,4.073638e-7,0.02030014,0.7750502,0.0002400351],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003697679,0.001253125,0.0006880969,0.7719311,0.002221017,0.001156728,0.0002445992,0.0003980995,0.2184096],"genre_scores_gemma":[0.7089421,0.002413228,0.08330932,0.01930267,0.02619632,0.001873683,0.0009191907,0.0002622739,0.1567812],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7526284,"threshold_uncertainty_score":0.9985625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133649414488531,"score_gpt":0.4697196659900708,"score_spread":0.3360702515015398,"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."}}