{"id":"W3006310247","doi":"10.18438/eblip29657","title":"The Effectiveness of Library Instruction for Graduate/Professional Students: A Systematic Review and Meta-Analysis","year":2020,"lang":"en","type":"review","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Auburn University","keywords":"Information literacy; Library instruction; CINAHL; Cochrane Library; MEDLINE; Meta-analysis; Medical education; Psychology; Subgroup analysis; Moderation; Medical library; Computer science; Library science; Mathematics education; Medicine; Psychological intervention; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0190556,0.002863396,0.02180286,0.008760795,0.0007669444,0.00429401,0.002865684,0.002787278,0.004193599],"category_scores_gemma":[0.05088462,0.001824898,0.03145442,0.007096274,0.0009910035,0.002524817,0.001724679,0.002241896,0.000308827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004316757,"about_ca_system_score_gemma":0.007023518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006478272,"about_ca_topic_score_gemma":0.01667253,"domain_scores_codex":[0.9858266,0.006682485,0.003983344,0.001112562,0.002028376,0.0003666679],"domain_scores_gemma":[0.9660213,0.0253195,0.005278818,0.0006209097,0.002309066,0.0004504973],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001918342,0.0001095477,0.001675875,0.7023593,0.271445,0.0001041049,0.0001657618,0.0002703778,0.0002332552,0.00008943178,0.0004111502,0.02121789],"study_design_scores_gemma":[0.001433877,0.0008787623,0.00348158,0.1219498,0.8695647,0.0001270694,0.0001530176,0.0001545229,0.000306174,0.0001229823,0.001795143,0.00003244284],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005688322,0.9924372,0.0003650134,0.0002142064,0.0001340486,0.0006259786,0.0002390867,0.00002373452,0.0002724962],"genre_scores_gemma":[0.1283131,0.8644533,0.002980154,0.000914768,0.0002689226,0.002362805,0.0004032025,0.00002573271,0.0002779339],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9809444,"threshold_uncertainty_score":0.1007768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07321902505865573,"score_gpt":0.3968088055885169,"score_spread":0.3235897805298612,"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."}}