{"id":"W1967887222","doi":"10.5860/0730007","title":"Impact? What Three Years of Research Tell Us about Library Instruction","year":2012,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Library instruction; Computer science; Mathematics education; World Wide Web; Information literacy; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0209882,0.0009119601,0.001447832,0.00431754,0.003838751,0.01218897,0.001632118,0.006258095,0.01343021],"category_scores_gemma":[0.08189779,0.0006537922,0.002112096,0.006235137,0.007147562,0.01623009,0.004228962,0.01038031,0.003388551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008561646,"about_ca_system_score_gemma":0.01873139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05046584,"about_ca_topic_score_gemma":0.06031576,"domain_scores_codex":[0.9917904,0.003426058,0.0007144323,0.0006274001,0.002177602,0.00126412],"domain_scores_gemma":[0.9140574,0.04415267,0.008089701,0.005133292,0.02161003,0.006956981],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001538467,0.001487368,0.08501783,0.008539328,0.001341275,0.0007396462,0.02089263,0.0003527717,0.001052749,0.02594701,0.3340428,0.5190481],"study_design_scores_gemma":[0.0004410805,0.001081817,0.1649218,0.02547506,0.002697196,0.0006098765,0.106935,0.0001991274,0.00250846,0.0508045,0.6439852,0.0003408871],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03912944,0.1750874,0.0005509384,0.7441509,0.01058889,0.00009366788,0.001993721,0.00008679699,0.02831835],"genre_scores_gemma":[0.479945,0.185306,0.001814006,0.2961611,0.01359298,0.0003331979,0.002261668,0.0001890893,0.02039684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9790118,"threshold_uncertainty_score":0.1109975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1020889317138788,"score_gpt":0.4172171075742249,"score_spread":0.3151281758603461,"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."}}