{"id":"W4389820365","doi":"10.18438/eblip30440","title":"University Instructors Use of, and Satisfaction with, Library Services in the Year Following the COVID-19 Outbreak","year":2023,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Memphis; Medical education; Coronavirus disease 2019 (COVID-19); Library science; Psychology; Pandemic; Tracking (education); Interlibrary loan; Medicine; Computer science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002836496,0.0001249526,0.0003004808,0.001090959,0.00130482,0.002860714,0.0006605001,0.0006702876,0.006740366],"category_scores_gemma":[0.01774173,0.0001735456,0.0003871097,0.001502653,0.0004645576,0.001813392,0.001719448,0.001189733,0.0009874024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002198802,"about_ca_system_score_gemma":0.002861013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0282928,"about_ca_topic_score_gemma":0.03957348,"domain_scores_codex":[0.9976746,0.0007001007,0.0002753782,0.0001508115,0.0004802049,0.000718856],"domain_scores_gemma":[0.9888988,0.002032149,0.00335863,0.0002329934,0.001954079,0.003523237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002106104,0.0004300395,0.8888191,0.0003438662,0.0000690965,0.0005946805,0.01329961,0.0001071775,0.000311476,0.0001379691,0.01109079,0.08458555],"study_design_scores_gemma":[0.000005180751,0.0002474572,0.9639683,0.0001876718,0.00001804707,0.0002482996,0.02767493,0.0001034057,0.0001501601,0.00003386487,0.007340655,0.00002197933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898504,0.001072175,0.00007770001,0.004005494,0.0000643614,0.00004128593,0.0007330197,0.00002229435,0.004133304],"genre_scores_gemma":[0.9952615,0.001232672,0.0001504278,0.001096189,0.00006937952,0.00003889457,0.0005063675,0.00001055074,0.001633977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0282928,"threshold_uncertainty_score":0.05625623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03160871638119737,"score_gpt":0.2787471622368292,"score_spread":0.2471384458556318,"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."}}