{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02184623,0.0005281453,0.0005654506,0.002517022,0.01856827,0.01395837,0.002336817,0.004453364,0.01319431],"category_scores_gemma":[0.03257293,0.0004854676,0.0005014751,0.003033232,0.02501537,0.01414399,0.01185862,0.004733266,0.001175071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00894174,"about_ca_system_score_gemma":0.02380239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01643335,"about_ca_topic_score_gemma":0.03238349,"domain_scores_codex":[0.9812433,0.01420423,0.0004891607,0.000501694,0.001589054,0.001972506],"domain_scores_gemma":[0.9558491,0.03232694,0.001844218,0.001235959,0.002195404,0.006548461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003060031,0.0003074048,0.01171731,0.0008230466,0.000009956927,0.001903488,0.7883279,0.0000965383,0.0002581994,0.03106106,0.02072327,0.1447413],"study_design_scores_gemma":[0.000005420109,0.00002692775,0.002326304,0.0007631517,0.000002602571,0.0003658577,0.9601897,0.000043271,0.00004553032,0.005955363,0.0302632,0.00001263537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2783828,0.0213337,0.003372299,0.547132,0.002021217,0.000369294,0.00009863704,0.0001337908,0.1471563],"genre_scores_gemma":[0.9538947,0.02021305,0.003645704,0.01232942,0.0005668373,0.0004844262,0.0000426949,0.00007109798,0.008752046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02184623,"threshold_uncertainty_score":0.1155353,"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."}}