{"id":"W2118419473","doi":"10.1017/s0261444815000051","title":"Learning vocabulary through meaning-focused input: Replication of Elley (1989) and Liu &amp; Nation (1985)","year":2015,"lang":"en","type":"article","venue":"Language Teaching","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Vocabulary; Meaning (existential); Active listening; Reading (process); Context (archaeology); Linguistics; Psychology; Vocabulary learning; Language acquisition; Mathematics education; Communication; History; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001596906,0.0001706298,0.0002437068,0.0001553912,0.0001634483,0.00004668668,0.0001586203,0.00015429,0.001777036],"category_scores_gemma":[0.001182393,0.0001702513,0.00005629841,0.0001578572,0.00005034106,0.0002472085,0.00007091706,0.0006707982,0.0001373533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004928554,"about_ca_system_score_gemma":0.00002139141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001317216,"about_ca_topic_score_gemma":0.00003719081,"domain_scores_codex":[0.9980595,0.0006257352,0.0003523421,0.0004654789,0.000242943,0.0002540505],"domain_scores_gemma":[0.9987623,0.0001992791,0.0002949377,0.0005855215,0.00006106967,0.00009686573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001357525,0.0001453573,0.005511255,0.00005374793,0.000121214,0.00006326564,0.7992605,0.0002194792,0.0151719,0.01209426,0.002210262,0.165013],"study_design_scores_gemma":[0.01637295,0.002063372,0.03127481,0.0008810596,0.0005225231,0.001327923,0.6874815,0.006059469,0.008740934,0.004059698,0.2378736,0.00334218],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9212695,0.004424802,0.007082949,0.0002446251,0.0002396601,0.0001806477,0.000002795157,0.0002702538,0.06628473],"genre_scores_gemma":[0.9890582,0.000004888308,0.005140333,0.001296743,0.0002988965,0.00001610389,0.0001436182,0.00004404402,0.003997169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2356633,"threshold_uncertainty_score":0.9991355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04958665598434032,"score_gpt":0.3447235442610779,"score_spread":0.2951368882767376,"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."}}