{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002030165,0.0008710834,0.001014573,0.003890273,0.00267084,0.009210549,0.001236639,0.007836346,0.1004095],"category_scores_gemma":[0.004460446,0.0005901595,0.0009583639,0.005501505,0.004180586,0.005231781,0.002298103,0.005287437,0.02330213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004335679,"about_ca_system_score_gemma":0.003705964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00807496,"about_ca_topic_score_gemma":0.007348487,"domain_scores_codex":[0.997528,0.0007401892,0.000135259,0.0003327301,0.0009538719,0.0003100548],"domain_scores_gemma":[0.9978551,0.001361358,0.0001101412,0.0001685472,0.0004150546,0.00008978506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001571922,0.00008131861,0.0002686706,0.0007033416,0.00001558947,0.00007207089,0.0008324886,0.0003632019,0.0002044589,0.444585,0.4900618,0.06279636],"study_design_scores_gemma":[0.000006586527,0.00002097968,0.001278132,0.002142128,0.00001441919,0.0001197139,0.0007421357,0.0002730892,0.0004576307,0.1408984,0.8540236,0.00002317467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002848175,0.139212,0.0105711,0.05487801,0.02579156,0.0002165955,0.001901405,0.0002394571,0.7643416],"genre_scores_gemma":[0.05342638,0.1252576,0.004233113,0.01172826,0.02313987,0.0005204313,0.00168137,0.0004413129,0.7795717],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1004095,"threshold_uncertainty_score":0.3359033,"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."}}