{"id":"W7067828111","doi":"","title":"Navigating the Generative AI Revolution: The Role of Academic Librarians within Higher Education Institutions","year":2024,"lang":"en","type":"article","venue":"Journal of International Crisis and Risk Communication Research","topic":"Latin American socio-political dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Generative grammar; Academic library; Generative model; Curriculum","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":[0.004473707,0.00005876665,0.00009965116,0.00008124008,0.001152197,0.0002405874,0.0009583444,0.0000812767,0.0001149268],"category_scores_gemma":[0.0009722349,0.00003360394,0.00007771137,0.0005239229,0.001401622,0.0005240064,0.0001888395,0.002141345,0.000004642727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002420753,"about_ca_system_score_gemma":0.001283893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003133667,"about_ca_topic_score_gemma":0.0001397404,"domain_scores_codex":[0.9967703,0.00167021,0.000472952,0.00008891346,0.0008639237,0.0001336526],"domain_scores_gemma":[0.996567,0.0016123,0.0002851038,0.0002237762,0.001236029,0.00007585056],"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":[0.00000907046,0.00003667767,0.006016681,0.000003736236,0.00008050045,2.129841e-7,0.01795884,0.0001377322,0.00004659169,0.9623344,0.00435028,0.009025306],"study_design_scores_gemma":[0.0001373112,0.00006702967,0.01646527,0.0005145079,0.00007098029,0.0000171772,0.1323539,0.006593607,0.0001046857,0.4383553,0.4052044,0.00011573],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3729482,0.04189214,0.001130306,0.5361263,0.001346371,0.000503134,0.00006747578,0.00003284337,0.04595315],"genre_scores_gemma":[0.9778951,0.01939574,0.001322269,0.0003869778,0.0005455358,0.00001487296,0.000005068161,0.000006766246,0.0004276104],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6049469,"threshold_uncertainty_score":0.9303198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06912443177067996,"score_gpt":0.4819478824251404,"score_spread":0.4128234506544605,"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."}}