{"id":"W4403362283","doi":"10.1080/13636820.2024.2414323","title":"The use of trade-related writing in upper secondary vocational education and training","year":2024,"lang":"en","type":"article","venue":"Journal of Vocational Education and Training","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Vocational education; Training (meteorology); Psychology; Mathematics education; Pedagogy; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00226407,0.0001709802,0.0003093049,0.001891433,0.00193876,0.003493441,0.0005254493,0.0007700022,0.002307794],"category_scores_gemma":[0.01344178,0.0001688135,0.0001718546,0.001418007,0.00257533,0.00130546,0.002861644,0.0009318716,0.0003128543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007229949,"about_ca_system_score_gemma":0.0007663282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001147778,"about_ca_topic_score_gemma":0.002219387,"domain_scores_codex":[0.996906,0.001516228,0.0002451618,0.0002122123,0.000791576,0.0003287482],"domain_scores_gemma":[0.9893281,0.006770827,0.001971798,0.0005156882,0.000672697,0.0007408244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00009003568,0.0001997763,0.1490818,0.0001999397,0.00001077495,0.002579687,0.7992133,0.00006713408,0.00368713,0.001200531,0.0001985283,0.04347138],"study_design_scores_gemma":[0.000007153815,0.0003190597,0.2979949,0.000276501,0.00001350473,0.007418286,0.6807208,0.0002645183,0.001392062,0.0007539661,0.01079884,0.00004043303],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997215,0.00008069717,0.0001287841,0.00005723804,0.000003202523,0.000006056428,0.000007096994,0.000001775503,0.002500129],"genre_scores_gemma":[0.9987704,0.00009448522,0.0001225469,0.00001793877,0.00000331733,0.000005031305,0.00001183691,0.000002580141,0.0009717583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003493441,"threshold_uncertainty_score":0.01197368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0596009915405424,"score_gpt":0.2983800925993088,"score_spread":0.2387791010587664,"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."}}