{"id":"W2063044111","doi":"10.5539/ells.v4n4p16","title":"Stages in Language Acquisition: A Case Study","year":2014,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Educational Practices and Challenges","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arabic; TRACE (psycholinguistics); Linguistics; Transcription (linguistics); Language acquisition; Computer science; Second-language acquisition; Psychology; Natural language processing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001523171,0.0008790009,0.000643272,0.002308951,0.006629757,0.002450128,0.001432183,0.003137791,0.003090808],"category_scores_gemma":[0.004888884,0.000714141,0.0006264706,0.00202693,0.003156277,0.002130501,0.003207544,0.002685843,0.0005538115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002699735,"about_ca_system_score_gemma":0.001769744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009791789,"about_ca_topic_score_gemma":0.02504303,"domain_scores_codex":[0.9980867,0.0009421227,0.0001540653,0.0001542413,0.0002189752,0.0004439167],"domain_scores_gemma":[0.9974082,0.001417809,0.0003286984,0.00009680199,0.0001654234,0.000583187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0001100037,0.0008205801,0.03058445,0.0002958312,0.00001684328,0.6929654,0.2543392,0.000193274,0.001860304,0.003931849,0.0007189568,0.01416329],"study_design_scores_gemma":[0.00002393813,0.000519254,0.02042866,0.0003999638,0.00004563366,0.6354979,0.3200495,0.0004440488,0.001718883,0.001763192,0.0190303,0.00007888085],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886889,0.001204556,0.000961203,0.00102378,0.00003757129,0.0001377432,0.00005260309,0.00001406711,0.007879429],"genre_scores_gemma":[0.9906502,0.002162964,0.001669888,0.0003092572,0.00004013244,0.00009419839,0.00003318825,0.00001557815,0.005024566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009791789,"threshold_uncertainty_score":0.01958805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01813893267710101,"score_gpt":0.3725694665421529,"score_spread":0.354430533865052,"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."}}