{"id":"W2945854349","doi":"10.1017/s0272263119000020","title":"INCIDENTAL VOCABULARY LEARNING THROUGH LISTENING TO SONGS","year":2019,"lang":"en","type":"article","venue":"Studies in Second Language Acquisition","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":157,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Active listening; Vocabulary; Meaning (existential); Psychology; Collocation (remote sensing); Vocabulary learning; Appreciative listening; Linguistics; Cognitive psychology; Communication; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0004905073,0.0003554047,0.0004477124,0.0003978668,0.000162266,0.0006421125,0.0003987814,0.000277895,0.002750822],"category_scores_gemma":[0.003066011,0.0001376531,0.0003610191,0.0001651845,0.0004895236,0.0004926412,0.0008348607,0.000703515,0.0003533079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001131243,"about_ca_system_score_gemma":0.0002377685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002944011,"about_ca_topic_score_gemma":0.0004211449,"domain_scores_codex":[0.9996208,0.00007825054,0.00003243659,0.00008750166,0.0001279957,0.00005307472],"domain_scores_gemma":[0.9972723,0.001745997,0.0003099668,0.0002867662,0.0001242772,0.0002607229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004118991,0.01882209,0.09711525,0.001426995,0.000317912,0.001658595,0.006236658,0.001056305,0.510375,0.00102001,0.0006228214,0.3572294],"study_design_scores_gemma":[0.0005235585,0.04753236,0.7065986,0.0003448153,0.0005976752,0.003178567,0.004232894,0.003259588,0.2222404,0.005140728,0.006226146,0.0001246336],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984142,0.00006883379,0.0004597994,0.00001174396,0.000005422169,0.00002158215,0.00001492147,0.00001778039,0.0009855746],"genre_scores_gemma":[0.9975603,0.0001415159,0.001299653,0.00002096818,0.000008625562,0.00003175103,0.00005034695,0.000004287096,0.0008826374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002750822,"threshold_uncertainty_score":0.009202361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989880753150786,"score_gpt":0.3610573823177168,"score_spread":0.341158574786209,"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."}}