{"id":"W4396515335","doi":"10.22215/etd/2024-15948","title":"Engineering Student Societies as Communities of Practice: A Qualitative Analysis of Communicative Practices","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Rhetorical question; Conversation; Community of practice; Perspective (graphical); Engineering ethics; Sociology; Work (physics); Pedagogy; Discourse community; Public relations; Engineering; Political science; Computer science; Linguistics; Communication","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001291007,0.0003848968,0.001358838,0.001006176,0.0002076239,0.0002089773,0.0007086501,0.0001092531,0.003489235],"category_scores_gemma":[0.0007841845,0.0003165118,0.0007722442,0.0004151394,0.0005630851,0.0004675306,0.0002073585,0.0005802527,0.00002851362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006022587,"about_ca_system_score_gemma":0.0001125931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01139323,"about_ca_topic_score_gemma":0.03566398,"domain_scores_codex":[0.9973071,0.0005473197,0.0009555594,0.00021991,0.0007833443,0.0001867373],"domain_scores_gemma":[0.9912259,0.004048163,0.00252444,0.0007412323,0.001432381,0.00002790652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003220153,0.0002114918,0.000006529162,0.0003894799,0.04297546,0.000001795801,0.6534502,0.00007722595,0.00001487857,0.301587,0.001209285,0.00004449087],"study_design_scores_gemma":[0.00007426327,0.0001113168,0.00004462148,0.0004136241,0.02752995,1.962445e-7,0.9617248,0.0001272671,0.0001744159,0.0005707785,0.008941395,0.0002873625],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.183006,0.01835045,0.000005661787,0.0004109857,0.0003978802,0.0003139709,0.0003131972,0.00009115324,0.7971106],"genre_scores_gemma":[0.927201,0.002560789,0.0003501137,0.00006687015,0.00008159199,0.0001028981,0.001461799,0.00005340867,0.06812152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7441949,"threshold_uncertainty_score":0.9999287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0587344110162334,"score_gpt":0.4627252610598537,"score_spread":0.4039908500436203,"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."}}