{"id":"W2138748990","doi":"10.5860/0710273","title":"Is Library Database Searching a Language Learning Activity?","year":2010,"lang":"en","type":"article","venue":"College & Research Libraries","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Computer science; Vocabulary; Process (computing); English language; Language acquisition; Natural language processing; Linguistics; World Wide Web; Information retrieval; Mathematics education; Psychology; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001921744,0.0001732634,0.0003257705,0.0008729218,0.0007965033,0.004643073,0.0007082807,0.001130005,0.00379768],"category_scores_gemma":[0.01727939,0.0001898701,0.0003745192,0.001044889,0.002429964,0.004756728,0.001160456,0.0008281518,0.001145791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001060713,"about_ca_system_score_gemma":0.002487919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005202451,"about_ca_topic_score_gemma":0.004704856,"domain_scores_codex":[0.9979699,0.0007104637,0.0001129453,0.0002810457,0.0005555829,0.000370063],"domain_scores_gemma":[0.9873404,0.005662102,0.003174201,0.0004668473,0.001360937,0.001995405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003469892,0.002033639,0.45661,0.00110678,0.00008276925,0.003196198,0.1166096,0.0001189849,0.007818911,0.01318086,0.006964515,0.3919308],"study_design_scores_gemma":[0.0001077383,0.001123179,0.6104847,0.001295711,0.0001988008,0.006943061,0.2718121,0.0008883803,0.006303427,0.01945237,0.08124242,0.000148104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389921,0.002621794,0.001731947,0.01120114,0.00008466419,0.00003748362,0.00006017531,0.00008723234,0.04518355],"genre_scores_gemma":[0.9934993,0.001599543,0.0006864293,0.001091981,0.00006383711,0.00002060071,0.0000382378,0.00001457258,0.00298548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005202451,"threshold_uncertainty_score":0.01270449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05437324770336408,"score_gpt":0.4007430321513629,"score_spread":0.3463697844479988,"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."}}