{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002073341,0.0002787657,0.0004066878,0.001405077,0.0009570025,0.001850802,0.0004615817,0.0008877086,0.002436307],"category_scores_gemma":[0.00907746,0.0005016431,0.0005625246,0.001004476,0.0003845451,0.001220521,0.001013,0.001026565,0.001887571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003809268,"about_ca_system_score_gemma":0.0004652277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0143019,"about_ca_topic_score_gemma":0.01889139,"domain_scores_codex":[0.9990602,0.0002716975,0.00007910468,0.0002022679,0.0002404709,0.0001462773],"domain_scores_gemma":[0.9940957,0.001523007,0.001372079,0.0004653315,0.001627091,0.0009168397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001654031,0.0001639687,0.9848617,0.00001087065,0.00004554012,0.0002238,0.00665584,0.00003232649,0.001779413,0.00004489617,0.0001935473,0.005822682],"study_design_scores_gemma":[0.000002127986,0.0001024757,0.9971477,0.000005427685,0.00001276845,0.0001975763,0.002027264,0.00006044085,0.0002054222,0.00002086777,0.0002093216,0.000008577871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992384,0.0001039535,0.00004479985,0.00003271712,0.00000532169,0.000003400591,0.0001562087,0.000005120704,0.0004100781],"genre_scores_gemma":[0.9978417,0.0001650284,0.00007133796,0.00001590766,0.000006885513,0.00001157641,0.0003139475,0.00001090114,0.001562685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0143019,"threshold_uncertainty_score":0.02843732,"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."}}