{"id":"W1796792783","doi":"10.29173/istl2440","title":"Library Research Skills: A Needs Assessment for Graduate Student Workshops.","year":2008,"lang":"en","type":"article","venue":"Issues in Science and Technology Librarianship","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information literacy; Library instruction; Medical education; Graduate students; Subject (documents); Focus group; Higher education; Perception; Psychology; Computer science; Mathematics education; Library science; Medicine; Sociology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.004135399,0.0001437426,0.000226062,0.00269822,0.00241533,0.0007903304,0.001924968,0.0002243406,0.0001050238],"category_scores_gemma":[0.0009938573,0.0001278058,0.00002986732,0.01171639,0.007612309,0.0244454,0.0005071334,0.0005189715,0.00002170743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007274159,"about_ca_system_score_gemma":0.001932943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006006411,"about_ca_topic_score_gemma":0.00000727456,"domain_scores_codex":[0.9966382,0.0001589858,0.000409476,0.0004619799,0.001338476,0.0009928709],"domain_scores_gemma":[0.9985437,0.0004647067,0.00008839786,0.000430659,0.0002496487,0.0002228666],"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":[0.0000066886,0.0001030907,0.1406663,0.000006390628,0.00000265426,0.00001233125,0.03540673,0.000001214307,0.00002655281,0.8010592,0.008671216,0.0140377],"study_design_scores_gemma":[0.0007280049,0.0002927387,0.1072215,0.0001148719,0.000002988805,0.00001494594,0.09854778,0.0003117589,0.001185526,0.1739122,0.6172454,0.0004223221],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7977309,0.0004870114,0.00008923783,0.1196276,0.0004842215,0.001057137,0.000006794674,0.0004286826,0.08008838],"genre_scores_gemma":[0.9826299,0.00122529,0.007983746,0.001395827,0.0001775414,0.0001717936,0.000004628803,0.00001137836,0.006399922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.627147,"threshold_uncertainty_score":0.9988834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053380640205402,"score_gpt":0.4328636071265562,"score_spread":0.327525543106016,"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."}}