{"id":"W4410766879","doi":"10.46328/ijte.1170","title":"Mind Companion: How ChatGPT Shapes Teaching and Research in Higher Education","year":2025,"lang":"en","type":"article","venue":"International Journal of Technology in Education","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Pedagogy; Cognitive science; Sociology","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":[0.001140029,0.00007767369,0.0001712702,0.003538281,0.00005756821,0.00004584193,0.000218159,0.0001961385,0.00004415763],"category_scores_gemma":[0.0006588216,0.00007559582,0.00002801245,0.0005943776,0.0001232221,0.0002381835,0.00004355665,0.001024199,0.00000509728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006916567,"about_ca_system_score_gemma":0.001574938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002387119,"about_ca_topic_score_gemma":0.0000522,"domain_scores_codex":[0.9988242,0.0001070802,0.0004759585,0.0001644973,0.0002756337,0.000152596],"domain_scores_gemma":[0.9985737,0.0001877768,0.0001735803,0.0001060849,0.000914249,0.00004460897],"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":[0.00008087464,0.0008641206,0.2186536,0.0000356237,0.00002209714,0.000006151986,0.0009491664,0.000003793155,0.001753338,0.02413882,0.002006486,0.7514859],"study_design_scores_gemma":[0.0004686143,0.0003811593,0.5815051,0.004861464,0.00003717398,0.0005806299,0.04616593,0.0002591818,0.008125746,0.2219774,0.135425,0.0002126521],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7211578,0.001879106,0.00001891649,0.2727123,0.002526768,0.0001503566,3.045112e-7,0.000005464877,0.001548945],"genre_scores_gemma":[0.9951594,0.0003532151,0.002032417,0.0005718351,0.0005351186,0.00002905937,0.000005959158,0.000005946331,0.001307039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7512732,"threshold_uncertainty_score":0.4449692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1634505553836608,"score_gpt":0.5189103911574409,"score_spread":0.35545983577378,"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."}}