{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001394905,0.0002292733,0.0002679114,0.0007420035,0.001027989,0.0006833918,0.0007727987,0.0002298025,0.239885],"category_scores_gemma":[0.0008853435,0.0002189169,0.0001162667,0.001200058,0.0005626787,0.002370276,0.0007475179,0.004088914,0.002421719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001378806,"about_ca_system_score_gemma":0.0003558301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001851915,"about_ca_topic_score_gemma":0.00001206032,"domain_scores_codex":[0.995949,0.0013882,0.0002351213,0.0006863964,0.0006895468,0.001051709],"domain_scores_gemma":[0.9966996,0.001828134,0.00007214901,0.0009156683,0.00006671064,0.000417732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001233999,0.0005631917,0.007561152,0.0001687711,0.0002551036,0.004164851,0.09499806,0.000002410802,0.1006617,0.2231337,0.5106552,0.05660192],"study_design_scores_gemma":[0.002008647,0.0004148771,0.01822605,0.00008972913,0.00001537221,0.0002010653,0.091548,0.0006167334,0.03242852,0.001261358,0.8524618,0.0007278264],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8030114,0.002387263,0.00007268693,0.003221728,0.0004351368,0.000367988,0.0001580586,0.0004931875,0.1898526],"genre_scores_gemma":[0.8913056,0.00001273669,0.001217146,0.002639829,0.0008882786,0.0001028048,0.0001264704,0.0001018481,0.1036053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3418066,"threshold_uncertainty_score":0.998355,"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."}}