{"id":"W4401256329","doi":"10.31468/dwr.1049","title":"Doing our work in a good way: a framework of collaboration and a case for Indigenous-only writing classrooms","year":2024,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"University of Victoria","keywords":"Indigenous; Work (physics); Sociology; Mathematics education; Computer science; Psychology; Engineering; Ecology; Biology; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.03941248,0.001554287,0.00134003,0.005535267,0.08797955,0.0481967,0.007494866,0.01845163,0.006659499],"category_scores_gemma":[0.02833675,0.001186695,0.001712534,0.003608666,0.1662891,0.03711623,0.04786978,0.01711535,0.001501722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01984052,"about_ca_system_score_gemma":0.02882773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0200931,"about_ca_topic_score_gemma":0.02288132,"domain_scores_codex":[0.9046803,0.07760632,0.001269676,0.004158004,0.004405284,0.00788048],"domain_scores_gemma":[0.9682688,0.01633988,0.00261735,0.002568636,0.002369177,0.007836336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001255257,0.00005025071,0.0006141888,0.00005680494,0.00000556958,0.001714303,0.6959623,0.00009994386,0.0001389703,0.2978953,0.00100151,0.002448252],"study_design_scores_gemma":[0.00003113714,0.00005508792,0.0003816482,0.0004277373,0.00001210145,0.001238657,0.7829119,0.0004205408,0.0001585603,0.1376669,0.07664892,0.00004684284],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2045099,0.00592562,0.06253657,0.1030269,0.001432315,0.0008096238,0.00007555586,0.0002892527,0.6213943],"genre_scores_gemma":[0.9664876,0.0009116183,0.01475845,0.002478232,0.0001420153,0.0005081879,0.0000225865,0.0001283658,0.01456285],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08797955,"threshold_uncertainty_score":0.2084357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05541313961743975,"score_gpt":0.3855086649311215,"score_spread":0.3300955253136817,"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."}}