{"id":"W4408109133","doi":"10.5617/dhnbpub.12303","title":"AI in Higher Education: A CLARIN Community Survey","year":2025,"lang":"en","type":"article","venue":"Digital Humanities in the Nordic and Baltic Countries Publications","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canarie","funders":"","keywords":"Data science; Psychology; Computer science","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":[0.004496589,0.0001815631,0.0003915055,0.003802481,0.002263881,0.002905912,0.0006618359,0.001153467,0.009230552],"category_scores_gemma":[0.008173448,0.0002573048,0.0001401047,0.003627439,0.0009909529,0.003086266,0.003272276,0.001100164,0.001409328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001544596,"about_ca_system_score_gemma":0.001672594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009185626,"about_ca_topic_score_gemma":0.0140625,"domain_scores_codex":[0.9966891,0.0009677207,0.000263704,0.0004766042,0.0009275206,0.0006754967],"domain_scores_gemma":[0.9854352,0.004319338,0.003005568,0.0004652267,0.00175527,0.00501942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002607756,0.0008243432,0.7183577,0.0007650491,0.0000363364,0.001078769,0.1760457,0.0001128094,0.001760838,0.001510059,0.02204962,0.07719792],"study_design_scores_gemma":[0.00001369811,0.0002208374,0.7305332,0.0003398969,0.000008221138,0.0004597913,0.2115134,0.0003202324,0.000249138,0.0001237422,0.05617169,0.0000462006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915639,0.0009131046,0.00009584882,0.001994032,0.0000240634,0.00007260996,0.0008126887,0.00001728408,0.00450639],"genre_scores_gemma":[0.9927645,0.0009703059,0.000169121,0.0008515142,0.00004071322,0.00008392281,0.0006941162,0.00002118803,0.004404655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009230552,"threshold_uncertainty_score":0.03087926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04549853391694079,"score_gpt":0.3089292875134353,"score_spread":0.2634307535964945,"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."}}