{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01568585,0.0003660551,0.0003567779,0.002447549,0.006741419,0.01081387,0.001662283,0.002020951,0.006689267],"category_scores_gemma":[0.05414828,0.0004871009,0.0003741778,0.001610363,0.01046949,0.008876237,0.01263947,0.002414559,0.001290651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003178816,"about_ca_system_score_gemma":0.003349658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001403762,"about_ca_topic_score_gemma":0.003653032,"domain_scores_codex":[0.9817131,0.01466949,0.0003733687,0.001066602,0.001423936,0.0007535454],"domain_scores_gemma":[0.9349996,0.04687119,0.003419,0.004833353,0.002486409,0.007390317],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002311765,0.0001674181,0.02834371,0.0005472587,0.00003603186,0.001751776,0.8276331,0.0002513385,0.004088123,0.03056071,0.007315352,0.09907403],"study_design_scores_gemma":[0.00007750897,0.0004818785,0.03537413,0.0009232908,0.00009249966,0.004045123,0.6260024,0.002153796,0.002738108,0.03909535,0.2888553,0.0001605403],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8300615,0.001959988,0.05800096,0.013084,0.0006197991,0.0002402091,0.0001998065,0.001195212,0.09463859],"genre_scores_gemma":[0.9807574,0.0003441903,0.009638476,0.001114002,0.0001106884,0.0001277988,0.00006800144,0.0001817572,0.007657768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9843141,"threshold_uncertainty_score":0.08295566,"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."}}