{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00648413,0.000295666,0.0003358231,0.0009311123,0.002461853,0.00842943,0.0008970068,0.001549043,0.01089045],"category_scores_gemma":[0.06262907,0.0003482852,0.0003394152,0.0004541178,0.001492761,0.002551219,0.002282746,0.00351179,0.003995603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001565734,"about_ca_system_score_gemma":0.001397201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004502922,"about_ca_topic_score_gemma":0.006377914,"domain_scores_codex":[0.9951261,0.002328014,0.0002265243,0.0003251381,0.001185137,0.0008090506],"domain_scores_gemma":[0.9213223,0.02698422,0.01608312,0.001791816,0.0115779,0.02224073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008195209,0.002725989,0.7058006,0.000250938,0.000130351,0.0005546888,0.2238677,0.0005090655,0.006391347,0.003805352,0.01052338,0.04462108],"study_design_scores_gemma":[0.0001335897,0.001439486,0.4802796,0.000310596,0.0001623108,0.0005036991,0.4774947,0.003975632,0.004263701,0.002298191,0.0289253,0.000213156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859117,0.0001217754,0.0007010972,0.00164534,0.000100665,0.00002767942,0.0000300729,0.00005311994,0.01140851],"genre_scores_gemma":[0.9957224,0.00008780775,0.0002923979,0.0003156701,0.00002217481,0.00002513768,0.00002741401,0.00002191972,0.00348506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01089045,"threshold_uncertainty_score":0.03643221,"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."}}