{"id":"W4392406527","doi":"10.5210/spir.v2023i0.13430","title":"DARK PATTERNS AND PEDAGOGY: EXPANDING SCHOLARSHIP AND CURRICULUM ON MANIPULATIVE MARKETING PRACTICES","year":2023,"lang":"en","type":"article","venue":"AoIR Selected Papers of Internet Research","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Scholarship; Curriculum; Pedagogy; Sociology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004272879,0.000163632,0.0001744655,0.0009243823,0.0002176735,0.0004681556,0.0002465233,0.0000741866,0.000209871],"category_scores_gemma":[0.005987177,0.0001502173,0.00002663146,0.001234752,0.00008979718,0.0007018783,0.00044294,0.0004447845,0.00004945067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000363836,"about_ca_system_score_gemma":0.00002467805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001627734,"about_ca_topic_score_gemma":0.0004245036,"domain_scores_codex":[0.9980873,0.0002247024,0.0002454563,0.0004590398,0.0005328856,0.000450555],"domain_scores_gemma":[0.9981136,0.0009823258,0.0003071151,0.0001818647,0.0003877124,0.00002736141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002545202,0.00008511535,0.9674631,0.001004975,0.00008976274,0.00001418607,0.0004772535,0.000001806147,0.002795104,0.002652811,0.01221776,0.01294363],"study_design_scores_gemma":[0.0004385637,0.00006910172,0.9821822,0.0006922567,0.000031217,0.000002147306,0.005544296,0.002228655,0.0002061685,0.0003459254,0.008024874,0.000234594],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532713,0.00006213336,0.000002191401,0.001184131,0.0001252597,0.0003460938,9.226978e-7,0.0001126697,0.0448953],"genre_scores_gemma":[0.9966543,0.0001791647,0.00003773128,0.00009687984,0.0002752159,0.00004016274,0.00005136807,0.00002972138,0.002635467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04338299,"threshold_uncertainty_score":0.7167643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08390555154332345,"score_gpt":0.3952299234429477,"score_spread":0.3113243718996242,"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."}}