{"id":"W4407073244","doi":"10.1080/0144929x.2024.2447475","title":"The influence of user knowledge and usage behaviour on decision-making and perceived reputation of streaming sites that use dark patterns","year":2025,"lang":"en","type":"article","venue":"Behaviour and Information Technology","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"York University","keywords":"Reputation; Internet privacy; Computer science; Psychology; Business; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004214362,0.00007162535,0.0001247186,0.0002307234,0.0003430873,0.0001063853,0.00009794334,0.000146022,0.000001208479],"category_scores_gemma":[0.001485426,0.00005857089,0.00001683397,0.0002200602,0.0004085793,0.0008954437,0.00008274498,0.0001000389,3.16214e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002106509,"about_ca_system_score_gemma":0.00004244269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000176461,"about_ca_topic_score_gemma":0.0003566289,"domain_scores_codex":[0.9993588,0.00004638687,0.0002620518,0.00008563635,0.0001285282,0.0001185433],"domain_scores_gemma":[0.9988716,0.0006779689,0.0001776211,0.00009895891,0.0001503743,0.00002347395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001612569,0.00001427375,0.8204175,0.00001569185,0.000003989925,1.950644e-7,0.005948952,0.000001338166,0.00003025907,0.007410714,0.00001773293,0.1661232],"study_design_scores_gemma":[0.0001550755,0.00004914613,0.9821457,0.0002457332,0.00001695544,6.341016e-7,0.01575544,0.00001313832,0.00006528207,0.001284776,0.000213212,0.00005487645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984375,0.00005460405,0.00005929415,0.000140055,0.00004949238,0.0001699233,0.00001635604,0.00003693412,0.001035823],"genre_scores_gemma":[0.9993011,0.000484117,0.0001308624,0.00002456883,0.000003135981,0.000009441672,0.000003319432,0.00000226014,0.00004114985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1660683,"threshold_uncertainty_score":0.2638785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014581449777354,"score_gpt":0.2974833867916075,"score_spread":0.287337572293834,"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."}}