{"id":"W1940113553","doi":"10.18438/b8ps4d","title":"Library Instruction and Academic Success: A Mixed-Methods Assessment of a Library Instruction Program","year":2012,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Wyoming","keywords":"Library instruction; Information literacy; Curriculum; Mathematics education; Session (web analytics); Computer science; Academic library; Medical education; Psychology; Library science; Pedagogy; World Wide Web; 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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001553566,0.0002037388,0.0002287875,0.0005220132,0.0005854511,0.001047385,0.0003608492,0.0002469562,0.0006776352],"category_scores_gemma":[0.0008554633,0.0001874519,0.00005829699,0.001541463,0.0004614468,0.8477998,0.0002411146,0.0004808811,0.00001389466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000128258,"about_ca_system_score_gemma":0.0007281943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001589954,"about_ca_topic_score_gemma":1.264281e-8,"domain_scores_codex":[0.9968842,0.001051555,0.0009265777,0.0001854016,0.0005556019,0.0003966816],"domain_scores_gemma":[0.9968865,0.001435226,0.001002717,0.000232364,0.0000493957,0.0003937766],"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":[0.0001406938,0.00005978207,0.05333777,0.0002313531,0.00001408111,2.69686e-7,0.003130518,0.00001416945,0.0000255536,0.5682486,0.002216635,0.3725806],"study_design_scores_gemma":[0.0004356586,0.0001733144,0.115762,0.0002656573,0.00002805612,0.00002013118,0.007330034,0.002085451,0.001607804,0.0005099234,0.8715311,0.0002508536],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6358925,0.00479892,0.008311318,0.2041879,0.003885134,0.003740039,0.000103001,0.00226838,0.1368128],"genre_scores_gemma":[0.5423385,0.01692599,0.3840645,0.05494244,0.0007671536,0.0001728062,0.000271744,0.00002997061,0.0004868746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8693145,"threshold_uncertainty_score":0.9999896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0218724044248119,"score_gpt":0.3794449953969189,"score_spread":0.357572590972107,"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."}}