{"id":"W2141680782","doi":"10.1108/rsr-03-2013-0016","title":"Using student questions to direct information literacy workshops","year":2013,"lang":"en","type":"article","venue":"Reference Services Review","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Information literacy; Originality; Library instruction; Value (mathematics); Literacy; Computer science; Mathematics education; Pedagogy; Psychology; Sociology; Creativity","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000543634,0.0001250152,0.0002082758,0.0001249962,0.0004473284,0.0008928821,0.000615182,0.00005238587,0.002111688],"category_scores_gemma":[0.0000691623,0.0001000264,0.00005224417,0.001154446,0.00003539675,0.03443988,0.0001069305,0.0001030713,0.004195826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007272624,"about_ca_system_score_gemma":0.0001393959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002204063,"about_ca_topic_score_gemma":0.00003297836,"domain_scores_codex":[0.9983539,0.0001557663,0.0005226212,0.0001364826,0.000516111,0.0003151486],"domain_scores_gemma":[0.9987862,0.00005024918,0.0002039007,0.0002822281,0.0004125102,0.0002649621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002859339,0.00007385691,0.005016074,0.0025644,0.00002215192,5.755248e-7,0.06098492,0.0001208217,0.00001839388,0.04175447,0.00638694,0.8830546],"study_design_scores_gemma":[0.00003413242,0.00001336534,0.008288856,0.002761711,0.00001033446,6.110925e-7,0.001350842,0.0002233144,0.000002132619,0.0001882973,0.9869654,0.0001610285],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1696942,0.03087129,0.0008781173,0.03974406,0.001468019,0.007304442,0.00005602926,0.000838539,0.7491453],"genre_scores_gemma":[0.5968034,0.1373946,0.01897244,0.2405455,0.0005218451,0.0006595764,0.0003147211,0.00002760117,0.004760358],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9805784,"threshold_uncertainty_score":0.9988005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03970431801676159,"score_gpt":0.3850476936978899,"score_spread":0.3453433756811283,"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."}}