{"id":"W4413812494","doi":"10.2139/ssrn.5413917","title":"Chapter 11: Compliance and Enforcement (Articles 54, 54bis, and 56)","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Freedom of Expression and Defamation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Compliance (psychology); Enforcement; Business; Political science; Psychology; Law; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001485655,0.0001435059,0.0001905895,0.00009955743,0.000559824,0.0002139274,0.0002077559,0.0001431818,0.0001325959],"category_scores_gemma":[0.00008165081,0.0001292053,0.00006925716,0.00005223813,0.0001959244,0.0001345701,0.0002059789,0.001057956,0.000005472693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003073882,"about_ca_system_score_gemma":0.00102184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001731131,"about_ca_topic_score_gemma":0.008151634,"domain_scores_codex":[0.9981369,0.0001072542,0.0002503892,0.0002316064,0.0003249393,0.0009489147],"domain_scores_gemma":[0.9994242,0.00005235698,0.0001844728,0.0001236554,0.00009465362,0.0001207011],"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":[0.0000199321,0.00001613466,0.000857897,0.00002347546,0.00005092876,9.047632e-7,0.002592059,0.00001909734,0.00006532014,0.9651465,0.0003470723,0.03086064],"study_design_scores_gemma":[0.0006616369,0.00007830594,0.0005912593,0.0004199053,0.0000613946,0.00001853214,0.006853792,0.0005338716,0.00008299796,0.9409382,0.04945815,0.0003019985],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6058958,0.09518427,0.03039637,0.04131285,0.003940569,0.00211082,0.00004299355,0.0002734471,0.2208429],"genre_scores_gemma":[0.9680362,0.02550656,0.0002094165,0.0001985217,0.0002890219,0.000006908831,0.000002240647,0.000005948089,0.005745138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3621405,"threshold_uncertainty_score":0.5268841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03422917371127242,"score_gpt":0.3250144353542979,"score_spread":0.2907852616430255,"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."}}