{"id":"W4413920554","doi":"10.1097/01.hj.0001167888.15634.ca","title":"Interaction with an AI Chatbot in Audiology Education as a Critical Learning Agent","year":2025,"lang":"en","type":"article","venue":"The Hearing Journal","topic":"AI in Service Interactions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chatbot; Audiology; Psychology; Computer science; Speech recognition; Medicine; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003885685,0.00007341285,0.00008896249,0.0001952177,0.0003243362,0.000291476,0.0003634964,0.00003420726,0.00003177816],"category_scores_gemma":[0.0001339085,0.00005082176,0.00002559831,0.000255771,0.0000329595,0.000778895,0.00008310893,0.0007937262,0.00003916168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002438705,"about_ca_system_score_gemma":0.0003613785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000287157,"about_ca_topic_score_gemma":0.0001901289,"domain_scores_codex":[0.9991115,0.000269146,0.0001845599,0.000150569,0.0001001894,0.0001840067],"domain_scores_gemma":[0.9993402,0.0002147838,0.00005649249,0.0002151806,0.000118858,0.00005448181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005537146,0.001633678,0.05897125,0.000066862,0.0001676837,0.0001617425,0.03783495,0.0407759,0.008055232,0.329562,0.00187278,0.5203443],"study_design_scores_gemma":[0.001625822,0.003736428,0.2250212,0.002343968,0.00008721245,0.02018433,0.0168811,0.4887423,0.003163939,0.1407481,0.09661218,0.0008533946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7191479,0.00008114315,0.2182571,0.05578553,0.002325962,0.0000975763,4.122258e-8,0.00006970776,0.004235117],"genre_scores_gemma":[0.99374,0.00001636519,0.003674818,0.001840184,0.0001790378,0.00001127102,2.52029e-7,0.000004741747,0.0005333466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5194908,"threshold_uncertainty_score":0.344839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02368357351816569,"score_gpt":0.378069601342528,"score_spread":0.3543860278243623,"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."}}