{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02314915,0.0003323105,0.0003044443,0.002340487,0.004555283,0.007108288,0.002090635,0.003238153,0.003835079],"category_scores_gemma":[0.03016753,0.000291214,0.0004270218,0.001930278,0.007618232,0.007146571,0.004741987,0.004353882,0.0007764235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005978666,"about_ca_system_score_gemma":0.02385568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007277197,"about_ca_topic_score_gemma":0.009381948,"domain_scores_codex":[0.9806736,0.01124046,0.00106756,0.001127122,0.004593988,0.001297281],"domain_scores_gemma":[0.9547883,0.02317456,0.008368302,0.003023047,0.00884696,0.00179881],"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":[0.0000481052,0.0008145239,0.03020862,0.001568498,0.00005116915,0.001312648,0.1235727,0.001291728,0.004797683,0.5068359,0.03262414,0.2968743],"study_design_scores_gemma":[0.00004505527,0.0003510436,0.02833389,0.005489525,0.0001138738,0.0009758462,0.1981971,0.003055239,0.006827477,0.09632023,0.660127,0.0001637433],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3099327,0.009803222,0.0678608,0.2368355,0.000623546,0.001571589,0.0001564407,0.0004847389,0.3727314],"genre_scores_gemma":[0.9091451,0.005114867,0.03668322,0.02861298,0.0001314296,0.001016345,0.0001069044,0.00005585833,0.01913325],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02314915,"threshold_uncertainty_score":0.1224259,"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."}}