{"id":"W4409172725","doi":"10.1051/e3sconf/202562203007","title":"Strategies for Addressing the Lack of Artificial Intelligence Regulations to Protect Consumers in Digital Communication","year":2025,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Digital Transformation in Law","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Ahmad Dahlan","keywords":"Business; Internet privacy; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002896306,0.00005692784,0.0001756839,0.0001769697,0.00004693846,0.0001457074,0.0002656829,0.00003337125,0.0000335845],"category_scores_gemma":[0.0001599712,0.00005290068,0.0000416039,0.000293112,0.0002133702,0.0004203881,0.00002375709,0.00004723035,0.000006159593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001287913,"about_ca_system_score_gemma":0.0002065886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008030464,"about_ca_topic_score_gemma":0.0002046034,"domain_scores_codex":[0.999193,0.000007723909,0.0005960847,0.00009444576,0.00002687865,0.00008183819],"domain_scores_gemma":[0.9992759,0.0002443347,0.0001967841,0.0001857209,0.00008611633,0.00001113614],"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":[0.00001723895,0.00002541283,0.002492364,0.00004396529,0.00001141368,6.89082e-9,0.0004432816,0.0006322143,0.0000138975,0.9858672,0.00003052377,0.01042251],"study_design_scores_gemma":[0.00009596927,0.00004868429,0.004600234,0.0001999394,0.000003068233,8.311294e-8,0.004036816,0.007909357,0.001654186,0.9730383,0.00831941,0.00009392225],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2444181,0.0004917831,0.2006472,0.004731566,0.000196706,0.001641174,0.0004994391,0.00002776767,0.5473462],"genre_scores_gemma":[0.9990957,0.00001484819,0.0007077956,0.00002555236,0.00000299589,0.00006750759,0.00001248487,0.000002552281,0.00007056192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7546776,"threshold_uncertainty_score":0.2157227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2209722788983245,"score_gpt":0.3453322157263484,"score_spread":0.1243599368280238,"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."}}