{"id":"W2561763276","doi":"10.1057/978-1-137-51745-6_6","title":"Exploring Duoethnography in Graduate Research Courses","year":2016,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan US eBooks","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Memorial University of Newfoundland; University of Calgary","funders":"","keywords":"Dialogic; Graduate students; Salient; Dehumanization; Sociology; Pedagogy; Participatory action research; Reflection (computer programming); Citizen journalism; Mathematics education; Engineering ethics; Psychology; Political science; Engineering; Computer science; Anthropology","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"],"consensus_categories":[],"category_scores_codex":[0.003139878,0.0003254475,0.0003773375,0.000969066,0.0007799896,0.0001479672,0.000548935,0.0002507456,0.0009123834],"category_scores_gemma":[0.000141312,0.0002963198,0.0001949877,0.00009078072,0.0007756978,0.00001572304,0.0001518171,0.0009707381,0.0005502132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00032056,"about_ca_system_score_gemma":0.0003814962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0020271,"about_ca_topic_score_gemma":0.003331025,"domain_scores_codex":[0.9962423,0.0004394728,0.0004535604,0.0006073808,0.001386743,0.0008705494],"domain_scores_gemma":[0.9979986,0.000657091,0.0001825602,0.0005440139,0.0003118812,0.0003058391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001760083,0.000002881705,0.0004533188,0.00002627347,0.00005579504,0.00004963117,0.01186819,2.456e-7,0.00001221247,0.936059,0.0005551665,0.05089969],"study_design_scores_gemma":[0.0002178407,0.00004289667,0.001328537,0.0003495665,0.00001913887,9.297232e-7,0.002431637,1.595921e-7,0.00002263174,0.4185726,0.5766047,0.0004094001],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002951291,0.000444061,0.000004571565,0.001079234,0.001212917,0.0006357591,0.00003009123,0.0001085963,0.9935335],"genre_scores_gemma":[0.8284798,0.004313093,0.00006829298,0.0001068526,0.001050745,0.0002069588,0.000009135793,0.00008138502,0.1656838],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8278497,"threshold_uncertainty_score":0.9999489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4016453639745805,"score_gpt":0.410180802685406,"score_spread":0.008535438710825516,"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."}}