{"id":"W4391493892","doi":"10.26480/aim.02.2023.113.121","title":"LIBRARY AND INFORMATION SERVICES IN THE DIGITAL AGE: OPPORTUNITIES AND CHALLENGES","year":2023,"lang":"en","type":"article","venue":"Acta Informatica Malaysia","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"La Cité Collégiale","funders":"","keywords":"Transformative learning; Scholarship; Digital library; Scholarly communication; Knowledge management; World Wide Web; Computer science; Political science; Data science; Public relations; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0002418157,0.0001175443,0.0001130512,0.0003028802,0.0001292426,0.001608591,0.0008473103,0.00004726856,0.000002473298],"category_scores_gemma":[0.00002261049,0.00008646899,0.00001265326,0.0003087341,0.00008262905,0.02135818,0.0009190268,0.0001338879,0.00003012666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003609925,"about_ca_system_score_gemma":0.00002797342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002141889,"about_ca_topic_score_gemma":5.44038e-7,"domain_scores_codex":[0.9992296,0.00003769494,0.0002822707,0.00005282508,0.0001924208,0.0002052089],"domain_scores_gemma":[0.9991831,0.0003033667,0.00008019022,0.0003837848,0.0000120673,0.00003752006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005000924,0.00001054467,0.0007444081,0.001036129,0.00001808385,0.00002037782,0.1891074,0.00001342657,6.291667e-7,0.6876442,0.0009986635,0.1204012],"study_design_scores_gemma":[0.0005457558,0.0001344101,0.1821097,0.0003694406,0.000006937716,0.0002204823,0.1013805,0.100797,0.00001942665,0.01661779,0.597225,0.0005735489],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7592191,0.0003094564,0.00009107447,0.06055143,0.0001435549,0.0003733249,0.00001219023,0.0006564409,0.1786434],"genre_scores_gemma":[0.9907401,0.006258259,0.000886786,0.001967895,0.00001196624,0.00002850576,0.00004576555,0.000004548586,0.00005616789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6710264,"threshold_uncertainty_score":0.9994279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0398646513468625,"score_gpt":0.2164265918790154,"score_spread":0.1765619405321529,"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."}}