{"id":"W4382404276","doi":"10.1080/10572252.2023.2229398","title":"Navigating Genres in Interdisciplinary Life Sciences Doctoral Programs","year":2023,"lang":"en","type":"article","venue":"Technical Communication Quarterly","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Apprenticeship; Sociology; Pedagogy; Engineering ethics; Technical communication; Genre analysis; Discipline; Social science; Engineering; Linguistics","routes":{"ca_aff":true,"ca_fund":true,"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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02338013,0.0004951101,0.0007016707,0.006821487,0.01441354,0.01886306,0.00218333,0.001917403,0.00548424],"category_scores_gemma":[0.04480341,0.0004638105,0.0004717289,0.004132604,0.0101177,0.01118582,0.02257774,0.00363902,0.0009466904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004569214,"about_ca_system_score_gemma":0.006834919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001112764,"about_ca_topic_score_gemma":0.003281763,"domain_scores_codex":[0.9764156,0.01890641,0.000749011,0.001158783,0.001851218,0.0009190204],"domain_scores_gemma":[0.9616123,0.02440484,0.003283953,0.00203721,0.002717553,0.005943941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007379756,0.0001846388,0.009363192,0.0003137769,0.00001480527,0.0005251856,0.8577126,0.0002406565,0.001469957,0.05203999,0.001420163,0.07664129],"study_design_scores_gemma":[0.00003706179,0.000159253,0.007548591,0.0008388286,0.00002236686,0.000597481,0.8238578,0.0008940293,0.001452233,0.07194824,0.092603,0.00004115619],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8338591,0.003710092,0.03785513,0.01165826,0.0004388531,0.0002400114,0.00006825271,0.0001777351,0.1119925],"genre_scores_gemma":[0.9731118,0.001137987,0.01478319,0.0006967304,0.0001106665,0.0001962323,0.00004991391,0.00009041586,0.009823114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9811369,"threshold_uncertainty_score":0.1236475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08358038586744562,"score_gpt":0.3839520330658516,"score_spread":0.300371647198406,"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."}}