{"id":"W2922879767","doi":"","title":"The Trajectory of a Multilingual Academic","year":2019,"lang":"en","type":"article","venue":"Critical multilingualism studies","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"First language; Publishing; Literacy; Reading (process); Publication; Linguistics; Sociology; Psychology; Political science; Pedagogy; Law","routes":{"ca_aff":true,"ca_fund":false,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006299348,0.0002633406,0.0005755477,0.00008782523,0.0006238607,0.00005798931,0.0003928749,0.0000610314,0.0004090485],"category_scores_gemma":[0.004141783,0.0001613589,0.0002648744,0.00006443149,0.003228282,0.0001442289,0.0002275118,0.0003778436,0.000176608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003060143,"about_ca_system_score_gemma":0.00004045765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006126292,"about_ca_topic_score_gemma":0.0003249342,"domain_scores_codex":[0.9979442,0.0001256923,0.0006563292,0.0003523862,0.0004450119,0.0004764205],"domain_scores_gemma":[0.9950851,0.003634309,0.0001218644,0.000414559,0.0006863865,0.0000577766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001012995,0.0001683793,0.0007428568,0.0004286477,0.001380292,0.00002380747,0.4244435,0.00001425512,0.0008080758,0.5547929,0.002745363,0.01435063],"study_design_scores_gemma":[0.001024574,0.0002382186,0.000334318,0.000436985,0.0006307582,0.000004485156,0.8826643,0.000338024,0.003755691,0.01216834,0.09768579,0.0007185128],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8954693,0.05322116,0.000003424733,0.001392503,0.0032884,0.000356131,0.00004636305,0.0001389047,0.04608381],"genre_scores_gemma":[0.9912733,0.0008257382,0.00009173679,0.0002356346,0.0007692776,0.00003194324,0.000001892953,0.00002839468,0.006742053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5426246,"threshold_uncertainty_score":0.9994844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07090398814207434,"score_gpt":0.393140097767561,"score_spread":0.3222361096254867,"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."}}