{"id":"W3137356233","doi":"10.3138/jelis.61.4.2019-0056","title":"How Master of Library Studies Students Learn to Search for Information: A Pilot Study","year":2020,"lang":"en","type":"article","venue":"Journal of Education for Library and Information Science","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Scholarship; Information seeking; Information literacy; Population; Mathematics education; Psychology; Information needs; Computer science; Library science; Pedagogy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.00120344,0.0001027671,0.0002175008,0.0007370457,0.0005772912,0.001846313,0.0008737199,0.00002403652,0.00003508832],"category_scores_gemma":[0.0007394633,0.00008229978,0.00005417448,0.001754285,0.0002947724,0.3184343,0.0001694172,0.00009024863,0.000007021897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001694919,"about_ca_system_score_gemma":0.001748239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.66967e-7,"about_ca_topic_score_gemma":3.809327e-8,"domain_scores_codex":[0.9978612,0.00005531922,0.000850516,0.0000885741,0.0009013856,0.0002429791],"domain_scores_gemma":[0.9979513,0.0002038426,0.0006833308,0.000107315,0.0006487519,0.0004054196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001145739,0.0004521464,0.0528748,0.0005039906,0.00006653681,1.086226e-7,0.5389537,0.0001807326,0.00008491818,0.3021775,0.04366208,0.05989776],"study_design_scores_gemma":[0.0007936364,0.003559595,0.0115825,0.00006338587,0.00001271581,0.000001555325,0.2584716,0.0001300344,0.0008929375,0.0004050464,0.7239439,0.0001430098],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8470899,0.0001540176,0.003722619,0.1316565,0.001827814,0.00332387,0.00007617733,0.00006087366,0.01208822],"genre_scores_gemma":[0.974742,0.0001736275,0.007163725,0.01686604,0.0003301831,0.00004074545,0.00001456572,0.000004450834,0.000664668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6802819,"threshold_uncertainty_score":0.9991899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09426208247274642,"score_gpt":0.3773460792648613,"score_spread":0.2830839967921149,"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."}}