{"id":"W3080902019","doi":"10.31468/cjsdwr.797","title":"Dissertation Pedagogy in Theory and Practice: Extending Our Roundtable","year":2020,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Session (web analytics); Pedagogy; Graduate students; Engineering ethics; Sociology; Medical education; Engineering; Computer science; Medicine; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009527252,0.0001364706,0.0002260776,0.00006290767,0.0005180275,0.00005594029,0.0000771248,0.0001408691,0.00006082495],"category_scores_gemma":[0.002185327,0.0001199099,0.00002474291,0.0001363716,0.00004336465,0.0007827506,0.00007481486,0.0004821749,0.00002412506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006361055,"about_ca_system_score_gemma":0.0002012007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002106278,"about_ca_topic_score_gemma":0.0001792547,"domain_scores_codex":[0.9982441,0.0005926908,0.0003468379,0.0003148463,0.0001023833,0.0003991351],"domain_scores_gemma":[0.998197,0.001282246,0.0001564955,0.0001116985,0.00007464428,0.0001779379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000601344,0.0003871366,0.2543609,0.0005744031,0.00006477635,0.00006634054,0.07471317,0.00002612243,0.000869172,0.6378548,0.004103615,0.0263782],"study_design_scores_gemma":[0.0008604731,0.0001155449,0.1171507,0.0001868414,0.00005303161,0.00001049765,0.8700772,0.0002206739,0.00001052713,0.004543535,0.006502782,0.0002682051],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8849809,0.003236606,0.0005213104,0.106478,0.000273326,0.0003423364,0.00001199503,0.00008114896,0.004074378],"genre_scores_gemma":[0.9948861,0.001633067,0.0003712657,0.001905491,0.0002730956,0.00007170851,0.00002654235,0.00001718739,0.0008155204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.795364,"threshold_uncertainty_score":0.4889783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4269048289296096,"score_gpt":0.6661786808061042,"score_spread":0.2392738518764946,"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."}}