{"id":"W4416702428","doi":"10.54254/2753-7048/2025.ld29914","title":"A Brief Discussion on the Criteria for Identifying Obscene Materials","year":2025,"lang":"","type":"article","venue":"Lecture Notes in Education Psychology and Public Media","topic":"Sex work and related issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Legislation; Legislature; Depiction; Criminal law; State (computer science); Identification (biology); Judicial opinion; Morality; Legislative intent","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":[0.01120131,0.00128633,0.0008139837,0.009490552,0.009537987,0.006113062,0.003418483,0.005082877,0.01020596],"category_scores_gemma":[0.01835968,0.0006333119,0.001635111,0.006599759,0.01123105,0.00879618,0.004528148,0.00446712,0.002595002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008357287,"about_ca_system_score_gemma":0.009164771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02481736,"about_ca_topic_score_gemma":0.04375978,"domain_scores_codex":[0.9911643,0.00350985,0.001490455,0.0006676425,0.002450418,0.0007174042],"domain_scores_gemma":[0.9903257,0.005145962,0.001204246,0.0004705989,0.002414814,0.0004386748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003623164,0.0001447616,0.02496847,0.002258685,0.00002942164,0.002166731,0.01830905,0.0005312793,0.002815763,0.7495911,0.0519826,0.147166],"study_design_scores_gemma":[0.00000746023,0.000161402,0.03298411,0.004879147,0.00004347455,0.004395988,0.02059576,0.001273488,0.003315984,0.09272961,0.839449,0.0001645138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.07902288,0.09937374,0.1467855,0.1672298,0.0147271,0.003649916,0.002058601,0.0004173555,0.4867351],"genre_scores_gemma":[0.432084,0.1178625,0.2693674,0.04398497,0.006616536,0.004589423,0.002461566,0.0004398018,0.1225939],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02481736,"threshold_uncertainty_score":0.06063664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04579699605651748,"score_gpt":0.416264187038578,"score_spread":0.3704671909820605,"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."}}