{"id":"W4398239982","doi":"10.1080/15614263.2024.2342782","title":"Child sexual exploitation material offenses: differences in individual and case characteristics based on how they came to attention of police","year":2024,"lang":"en","type":"article","venue":"Police Practice and Research","topic":"Sex work and related issues","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Ontario; Royal Ottawa Mental Health Centre","funders":"Ontario Mental Health Foundation","keywords":"Psychology; Criminology; Sexual assault; Developmental psychology; Human factors and ergonomics; Poison control; Medical emergency; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002253332,0.00009599903,0.0001483311,0.0004942155,0.0003991831,0.0005500798,0.0001024683,0.0001434551,0.00002559912],"category_scores_gemma":[0.0009085021,0.00007685761,0.00001401374,0.0005037367,0.0002270751,0.0003990357,0.00006698823,0.0003860664,0.0000104485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003985615,"about_ca_system_score_gemma":0.0001174436,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08783368,"about_ca_topic_score_gemma":0.004782438,"domain_scores_codex":[0.9976745,0.0009632865,0.0001636887,0.0002671476,0.0005992937,0.000332061],"domain_scores_gemma":[0.9977472,0.001807078,0.00005140128,0.0001014575,0.0001479111,0.000144997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000618265,0.0004244483,0.008712901,0.0003680665,0.00009886241,0.0002653267,0.950541,0.00000267311,0.002095505,0.002943967,0.0007311963,0.03319783],"study_design_scores_gemma":[0.0006883955,0.001420228,0.06804129,0.0008886067,0.0001137922,0.0001469812,0.9127452,0.0007125962,0.0003643179,0.0002157936,0.01426102,0.0004017639],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815781,0.0001234613,0.000003585343,0.01540009,0.0001878862,0.000330011,0.00003193843,0.00002452957,0.002320437],"genre_scores_gemma":[0.9984714,0.0005132295,0.00007441636,0.0001309853,0.0003850417,0.00002458046,0.00001071738,0.00001131715,0.0003783318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08305124,"threshold_uncertainty_score":0.9182405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09909528360063374,"score_gpt":0.4221147425675159,"score_spread":0.3230194589668822,"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."}}