{"id":"W2903989363","doi":"10.18438/eblip29477","title":"Students Who Used the Library in Their First Year of University are More Likely to Graduate or Still be Enrolled After Four Years","year":2018,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Council of University Libraries; University of Toronto","funders":"","keywords":"Graduation (instrument); Observational study; Medical education; Population; Propensity score matching; Psychology; Library science; Medicine; Computer science; Demography; Mathematics; Sociology; Internal medicine","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":[0.001562312,0.0002122202,0.0004659587,0.00194071,0.001032566,0.001993571,0.0005888894,0.000658043,0.01920531],"category_scores_gemma":[0.006947584,0.0002500678,0.0007791214,0.002037198,0.0005876603,0.001408107,0.001196611,0.001335683,0.00389773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004979346,"about_ca_system_score_gemma":0.0008941464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008868853,"about_ca_topic_score_gemma":0.01475247,"domain_scores_codex":[0.9988533,0.0002189715,0.0001024524,0.0001762827,0.0003298166,0.000319167],"domain_scores_gemma":[0.9922163,0.001061762,0.003982907,0.0002211143,0.000651534,0.001866386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007408109,0.0004053243,0.9605522,0.0000995203,0.00003701831,0.0001304675,0.001404432,0.00002467857,0.0001943928,0.0001075271,0.003579252,0.03339115],"study_design_scores_gemma":[0.000009378217,0.0001911903,0.9924603,0.00008936405,0.0000211211,0.0001813429,0.003163254,0.00005860956,0.0001473031,0.0001058973,0.003556284,0.00001596045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930303,0.001125801,0.0001778744,0.001388772,0.0001029745,0.00002918512,0.0004810797,0.00003672701,0.003627223],"genre_scores_gemma":[0.9928053,0.0009296584,0.0001670228,0.0005947953,0.0001008322,0.00002854693,0.0005473666,0.00001746712,0.004809033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01920531,"threshold_uncertainty_score":0.06424814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03440588939829871,"score_gpt":0.2883135290850445,"score_spread":0.2539076396867458,"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."}}