{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts","scholarly_communication"],"category_scores_codex":[0.004814268,0.0001296738,0.0002325167,0.001151602,0.001505047,0.002071537,0.001254176,0.0002106453,0.00323813],"category_scores_gemma":[0.0009781113,0.0001170466,0.0001198104,0.005223387,0.003758666,0.1424363,0.0006398595,0.0007219822,0.000436885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008788118,"about_ca_system_score_gemma":0.002548097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005226916,"about_ca_topic_score_gemma":0.00001570314,"domain_scores_codex":[0.9941056,0.001149347,0.0004654393,0.0002537159,0.002570122,0.001455795],"domain_scores_gemma":[0.9968925,0.001475101,0.0001087576,0.0005145702,0.0003616617,0.0006474525],"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":[0.0001734814,0.0001442708,0.2131371,0.00005495531,0.00002313658,0.000005226979,0.03011357,0.00000283961,0.0000417044,0.6379936,0.0875774,0.03073277],"study_design_scores_gemma":[0.0003157803,0.0001901957,0.2801591,0.0001158154,0.000001770072,0.00000340311,0.02771089,0.00004148075,0.001050993,0.01695845,0.6732852,0.0001669323],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8996843,0.00321742,0.000005311917,0.002275903,0.0006799134,0.0006632044,0.00005858028,0.000125932,0.0932895],"genre_scores_gemma":[0.9867204,0.002249172,0.0008875008,0.0002048767,0.001119278,0.0000500005,0.00003592176,0.00002535277,0.008707494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6210352,"threshold_uncertainty_score":0.9997948,"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."}}