{"id":"W2070910552","doi":"10.1002/tesq.212","title":"Second Language Speakers at University: Longitudinal Development and Rater Behaviour","year":2015,"lang":"en","type":"article","venue":"TESOL Quarterly","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Social Sciences and Humanities Research Council of Canada; Concordia University","keywords":"Citation; Psychology; Library science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.0001948413,0.0001077862,0.0001271478,0.00009671479,0.0000790925,0.00002075165,0.0001357305,0.0000928396,0.002081395],"category_scores_gemma":[0.000002390454,0.0001066787,0.00001966459,0.00007721546,0.0001035412,0.00004408678,0.00004578832,0.0001455901,0.001259452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007367264,"about_ca_system_score_gemma":0.00005287581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001784876,"about_ca_topic_score_gemma":0.0009485371,"domain_scores_codex":[0.9991383,0.00007712991,0.0001032294,0.0002644179,0.0001062846,0.0003106381],"domain_scores_gemma":[0.9994977,0.00003174334,0.00003173581,0.0001997117,0.00003762763,0.0002015354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0008103462,0.0004423905,0.3940633,0.00002696994,0.0003445649,0.003249852,0.48373,2.308214e-7,0.005222804,0.0006926368,0.08278257,0.02863436],"study_design_scores_gemma":[0.002601281,0.001081281,0.9435152,0.000008361654,0.00002711713,0.0002280886,0.01648628,0.000008918347,0.001187822,0.0001041207,0.03441028,0.0003411832],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870762,0.0002462939,0.00001842826,0.0001390102,0.0001967583,0.0001048118,0.00001470734,0.00003714261,0.0121667],"genre_scores_gemma":[0.9649551,5.697155e-7,0.0001876382,0.00005298018,0.00003758799,0.000002841149,0.00001867938,0.00001159303,0.034733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.549452,"threshold_uncertainty_score":0.9995182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04559745761741269,"score_gpt":0.30426676909473,"score_spread":0.2586693114773174,"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."}}