{"id":"W4366582501","doi":"10.31468/dwr.1027","title":"A Multimodal framework to develop discursive skills in engineering","year":2023,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Multimodality; Argumentation theory; Construct (python library); Argument (complex analysis); Meaning (existential); Field (mathematics); Computer science; Pedagogy; Multimedia; Psychology; Linguistics; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004139378,0.0002126255,0.0002742939,0.0002768493,0.0002770685,0.0002139209,0.000164634,0.0000916354,0.0001263065],"category_scores_gemma":[0.001010107,0.0001832391,0.00004544879,0.000216436,0.0001010555,0.0001765401,0.0001293165,0.0005455724,0.0001631953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003429029,"about_ca_system_score_gemma":0.00003820763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001508128,"about_ca_topic_score_gemma":0.0001790148,"domain_scores_codex":[0.998632,0.00005344019,0.0002615761,0.0003467571,0.0001477696,0.000558469],"domain_scores_gemma":[0.9991001,0.0005246406,0.00005021241,0.0001611625,0.0000495236,0.0001143962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005696644,0.0003356451,0.1501603,0.0002996417,0.0001348731,0.0006437151,0.4396625,0.004076374,0.000273994,0.3052662,0.005981416,0.09310838],"study_design_scores_gemma":[0.002589595,0.000604238,0.3913304,0.005147908,0.0001312971,0.00004292512,0.4548841,0.009342618,0.0004059366,0.01050976,0.121106,0.00390527],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928157,0.0001514712,0.0003521267,0.00283749,0.0003553664,0.0001682663,0.00002176617,0.0003782396,0.002919593],"genre_scores_gemma":[0.9972201,0.00003985546,0.0008143793,0.0002697256,0.0004279584,0.00004391842,0.00003017502,0.00003511389,0.001118788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2947564,"threshold_uncertainty_score":0.7472274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0668161247960668,"score_gpt":0.3694061645174143,"score_spread":0.3025900397213475,"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."}}