{"id":"W4399455546","doi":"10.18806/tesl.v40i2/1395","title":"Breaking More than the Ice","year":2023,"lang":"en","type":"article","venue":"TESL Canada Journal","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0006589915,0.00004000091,0.0000439838,0.00003554663,0.001168282,0.0001054706,0.0002496378,0.00001986454,0.005649054],"category_scores_gemma":[0.000459331,0.0000279235,0.00002530927,0.0003408008,0.00006185271,0.00005006927,0.00001300395,0.0001859815,0.00001824261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001777564,"about_ca_system_score_gemma":0.003802371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8302606,"about_ca_topic_score_gemma":0.8345043,"domain_scores_codex":[0.9991159,0.00009414599,0.00009670776,0.00004780235,0.0003959894,0.0002493839],"domain_scores_gemma":[0.9994621,0.0001683429,0.00006109309,0.00007137253,0.00007644377,0.000160647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002869143,0.000006894812,0.001119724,0.000002832023,0.00001692982,0.00003310039,0.07254786,0.00006815662,0.00002099074,0.007447985,0.8855346,0.03319806],"study_design_scores_gemma":[0.00004238622,0.000001782168,0.01512298,0.00000639819,0.000003370216,0.00001299701,0.02170164,0.00006489309,0.000006930494,0.0002545839,0.9627374,0.00004468257],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5939288,0.002402955,0.00000937565,0.2946083,0.005238812,0.0001733489,0.00001427959,0.0001201654,0.103504],"genre_scores_gemma":[0.9388141,0.00005479629,0.0000142778,0.04966239,0.001982742,0.000001642212,9.75709e-7,0.00000653323,0.00946255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3448853,"threshold_uncertainty_score":0.9952599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07517442897902697,"score_gpt":0.4530437219599823,"score_spread":0.3778692929809553,"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."}}