{"id":"W6941085193","doi":"10.11575/prism/41467","title":"Understanding the Impact of Artificial Intelligence on Higher Education","year":2023,"lang":"en","type":"other","venue":"Open MIND","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; General partnership; Research council; Metropolitan area; Educational research; Inclusion (mineral)","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":[],"consensus_categories":[],"category_scores_codex":[0.003915471,0.0002338951,0.0002409549,0.001706632,0.002908813,0.01100184,0.0006737749,0.001516411,0.02410649],"category_scores_gemma":[0.006921476,0.0001558194,0.0002210019,0.002269582,0.007000128,0.01028104,0.004362469,0.002257685,0.0009276735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007107743,"about_ca_system_score_gemma":0.004271355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009424026,"about_ca_topic_score_gemma":0.01107748,"domain_scores_codex":[0.997277,0.001595892,0.00003999379,0.000164349,0.0004845966,0.0004382899],"domain_scores_gemma":[0.9919425,0.005721426,0.0004778703,0.0002957943,0.0005401252,0.001022264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002712086,0.0001346914,0.006798919,0.0001293077,0.00001308301,0.00009038968,0.009577489,0.0009908754,0.0001612494,0.8753003,0.009972704,0.09680393],"study_design_scores_gemma":[0.000008839364,0.00002811194,0.01367314,0.0003085145,0.000008878903,0.00003358839,0.02420785,0.001124815,0.0002913843,0.8245479,0.1357492,0.00001782169],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08650503,0.006535891,0.002914233,0.07529081,0.0002604609,0.00001697866,0.00008391243,0.00003228406,0.8283603],"genre_scores_gemma":[0.9656247,0.004646128,0.001048255,0.003151561,0.0001507225,0.00002794915,0.00004722056,0.0000245024,0.02527894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02410649,"threshold_uncertainty_score":0.08064431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2158166884512542,"score_gpt":0.3579044911465295,"score_spread":0.1420878026952753,"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."}}