{"id":"W4396832241","doi":"10.1145/3613904.3642513","title":"Debate Chatbots to Facilitate Critical Thinking on YouTube: Social Identity and Conversational Style Make A Difference","year":2024,"lang":"en","type":"article","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Chatbot; Persona; Rhetorical question; Style (visual arts); Rhetoric; Identity (music); Psychology; Social psychology; World Wide Web; Computer science; Linguistics; Human–computer interaction; Aesthetics","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":[0.006202573,0.0004355315,0.0003115049,0.0007464237,0.001758373,0.002053862,0.0007049859,0.0005891238,0.005545505],"category_scores_gemma":[0.02668699,0.000204394,0.0002538065,0.0003740628,0.001142103,0.002578865,0.002152682,0.0009934698,0.0006302792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006794617,"about_ca_system_score_gemma":0.0008353533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007411912,"about_ca_topic_score_gemma":0.002774533,"domain_scores_codex":[0.9973447,0.001977759,0.00007948931,0.0002136348,0.0002171448,0.0001673158],"domain_scores_gemma":[0.9728845,0.02148397,0.001320848,0.001347037,0.001046858,0.001916849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003294882,0.002686792,0.07695107,0.001985999,0.0001406757,0.001673302,0.3787897,0.001010857,0.1158786,0.01594566,0.01647135,0.3851711],"study_design_scores_gemma":[0.001466715,0.01023451,0.3453228,0.001577042,0.0005094194,0.002797996,0.2210995,0.0392561,0.1117345,0.04373059,0.221644,0.0006267543],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624202,0.0002178569,0.02528156,0.001071412,0.0001324379,0.0004971474,0.0001513836,0.0004701614,0.009757861],"genre_scores_gemma":[0.9686812,0.00008734212,0.02606409,0.0002509583,0.00005668012,0.0006059614,0.0001565424,0.0001286439,0.003968582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006202573,"threshold_uncertainty_score":0.03280276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06861542125683572,"score_gpt":0.3308766639532065,"score_spread":0.2622612426963708,"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."}}