{"id":"W6902120466","doi":"10.6084/m9.figshare.27620604.v1","title":"Using Academic Librarians and the Academic Library: Survey Results from Mathematics Faculty in United States and Canada","year":2024,"lang":"en","type":"other","venue":"Rowan Digitals Works (Rowan University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Perception; Information literacy; Survey research; Higher education; Graduate students","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005840066,0.0003501683,0.0008048076,0.006336858,0.01101442,0.007635198,0.002327882,0.001098573,0.003323271],"category_scores_gemma":[0.02597629,0.0005541563,0.0006134786,0.0212234,0.003684913,0.002354794,0.00457348,0.001609819,0.0007078295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07232271,"about_ca_system_score_gemma":0.1218021,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9910693,"about_ca_topic_score_gemma":0.9950047,"domain_scores_codex":[0.9906221,0.001263727,0.00111374,0.0007059298,0.004139944,0.002154562],"domain_scores_gemma":[0.9527671,0.006425347,0.005639764,0.0006810836,0.02473163,0.009755128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001420871,0.0002086105,0.8761519,0.000357232,0.00006670663,0.0003971914,0.09165914,0.0001393276,0.0003474317,0.0005120117,0.006145825,0.02387249],"study_design_scores_gemma":[0.00001286917,0.00007624827,0.7371816,0.0001988944,0.00003537986,0.0001427455,0.252638,0.0002369008,0.0002998582,0.00005315799,0.009058162,0.00006613725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874467,0.001060593,0.00008407855,0.002445574,0.0000193872,0.0001097556,0.002033266,0.00002456161,0.006776008],"genre_scores_gemma":[0.9915791,0.002267649,0.0003013577,0.00153894,0.00001566575,0.00007037538,0.001122014,0.00002991992,0.003074821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9923648,"threshold_uncertainty_score":0.5247405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03960917777099619,"score_gpt":0.2367848807116975,"score_spread":0.1971757029407013,"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."}}