{"id":"W4411198277","doi":"10.1057/s41599-025-05114-1","title":"What makes online political ads unacceptable? Interrogating public attitudes to inform regulatory responses","year":2025,"lang":"en","type":"article","venue":"Humanities and Social Sciences Communications","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Leverhulme Trust","keywords":"Politics; Public opinion; Political science; Public relations; Internet privacy; Advertising; Business; Computer science; Law","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":[0.02155214,0.0002115188,0.0002632611,0.002327375,0.001824916,0.005950649,0.0003995344,0.001184953,0.003047068],"category_scores_gemma":[0.06666347,0.0002496035,0.000288332,0.001459903,0.003847725,0.002652868,0.001856117,0.002217108,0.0005356751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001873959,"about_ca_system_score_gemma":0.001094092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002639977,"about_ca_topic_score_gemma":0.002995627,"domain_scores_codex":[0.9795944,0.01484814,0.0008899191,0.0005776002,0.00326805,0.0008219312],"domain_scores_gemma":[0.8888139,0.07699033,0.01960141,0.003667577,0.009398189,0.001528591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004746284,0.0008479518,0.5467826,0.0005280286,0.00008926026,0.0006230405,0.3450718,0.0005735559,0.007832679,0.02325434,0.003684932,0.0702372],"study_design_scores_gemma":[0.00004532587,0.0006378712,0.4080978,0.0006581806,0.0001007528,0.0005813134,0.5237975,0.004201107,0.005511386,0.01046129,0.04574997,0.0001576919],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777519,0.00006824986,0.001339722,0.001480461,0.00003009113,0.00005570333,0.00007432648,0.00001368035,0.01918585],"genre_scores_gemma":[0.9988325,0.00005535849,0.0003526868,0.0002880594,0.00002060723,0.00003079078,0.00002240908,0.000005686083,0.0003918514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02155214,"threshold_uncertainty_score":0.11398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2612573836723671,"score_gpt":0.4501228663148428,"score_spread":0.1888654826424758,"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."}}