{"id":"W2372882521","doi":"","title":"A brief comment on the patterns of corrective feedback and uptake in an adult ESL classroom","year":2008,"lang":"en","type":"article","venue":"Journal of Hubei Normal University","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrective feedback; Preference; Psychology; Relation (database); Computer science; Second language; Linguistics; Cognitive psychology; Mathematics education; Database; Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005575435,0.00007211127,0.0001886084,0.0001164878,0.000495611,0.000002148387,0.0002957361,0.00008783873,0.00008461099],"category_scores_gemma":[0.0001081381,0.00005536608,0.00004982797,0.0001020419,0.0000690241,0.0001367918,0.0001053207,0.0009738364,0.000002754255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002101565,"about_ca_system_score_gemma":0.0002016159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001405403,"about_ca_topic_score_gemma":0.0007548256,"domain_scores_codex":[0.9982643,0.0009643772,0.0003564252,0.00007069586,0.0001828365,0.0001613553],"domain_scores_gemma":[0.9980975,0.0006085561,0.0004813783,0.0002213666,0.0005025514,0.00008868253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001264066,0.0001940333,0.9449571,0.00005628516,0.00002666516,0.00003869297,0.04602234,0.00002976631,0.00001269058,0.003816204,0.002798806,0.0007833227],"study_design_scores_gemma":[0.001277321,0.0007862165,0.9097292,0.0007605245,0.00001377124,0.00002865986,0.08061214,0.0002031274,0.00003618278,0.00006020743,0.006415272,0.00007739202],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903199,0.00002207144,0.000040685,0.005941364,0.0001878288,0.0001415195,0.00001665208,0.000005012412,0.00332496],"genre_scores_gemma":[0.9973614,0.0002744647,0.00006261247,0.002064276,0.00004085548,3.727062e-7,0.000001422483,0.000004639914,0.000189944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03522794,"threshold_uncertainty_score":0.4230889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05052765886984497,"score_gpt":0.3332507623199177,"score_spread":0.2827231034500727,"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."}}