{"id":"W4415710744","doi":"10.64628/aam.6qyquvs79","title":"Rate my AI teacher? Students’ perceptions of chatbots will influence how they learn with AI","year":2025,"lang":"","type":"article","venue":"","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Chatbot; Perception; Feature (linguistics)","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006807193,0.0005783593,0.0006151703,0.0005087897,0.0006152689,0.001239367,0.003702729,0.0002411167,0.0007715008],"category_scores_gemma":[0.0001149444,0.0004905427,0.0002212843,0.00163917,0.0004210285,0.004446282,0.001689202,0.001260148,0.0002855626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000239212,"about_ca_system_score_gemma":0.0007024757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00117395,"about_ca_topic_score_gemma":0.001862736,"domain_scores_codex":[0.9958245,0.0005116392,0.0007475048,0.001213712,0.0009404186,0.000762186],"domain_scores_gemma":[0.9954677,0.0002943202,0.0003906263,0.002174801,0.001435373,0.0002372039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003427074,0.005848991,0.7613505,0.0006949599,0.002167257,0.00007827477,0.05361547,0.05560939,0.01570667,0.05965164,0.01170204,0.03323206],"study_design_scores_gemma":[0.002741196,0.001537074,0.7699851,0.002415953,0.0004924891,0.0000789831,0.01384776,0.187717,0.001982848,0.003513744,0.01395685,0.001730959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5862253,0.00008555208,0.3602295,0.04546359,0.0008314208,0.0008197959,0.00001111724,0.0002337484,0.006100043],"genre_scores_gemma":[0.9388747,0.0001221271,0.003450512,0.007314209,0.00007805409,0.00007855867,0.000002724955,0.00003046939,0.05004871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3567789,"threshold_uncertainty_score":0.9997975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009619443266145836,"score_gpt":0.3040000306682648,"score_spread":0.2943805874021189,"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."}}