{"id":"W3196267870","doi":"10.37514/int-b.2021.1343.3.1","title":"Conclusion: The Unfinished Business of Re-imagining Doctoral Writing","year":2021,"lang":"en","type":"book-chapter","venue":"The WAC Clearinghouse; University Press of Colorado eBooks","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Memorial University of Newfoundland","funders":"Ministry of Education- New Zealand","keywords":"Report writing; Visual arts; Art; Engineering; Engineering ethics","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","sts"],"consensus_categories":[],"category_scores_codex":[0.0007914799,0.0003370765,0.0007352886,0.0001273732,0.001703408,0.00002340282,0.001129493,0.0004579286,0.0004936021],"category_scores_gemma":[0.0001155068,0.000265054,0.0002679418,0.00007647794,0.0008616255,0.0000960922,0.00166484,0.001505911,0.0000134169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002045141,"about_ca_system_score_gemma":0.000948858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001716673,"about_ca_topic_score_gemma":0.0004489938,"domain_scores_codex":[0.9975203,0.0004160817,0.0007439542,0.0003949557,0.0005001699,0.0004244982],"domain_scores_gemma":[0.9951853,0.001273907,0.001191457,0.001051563,0.001182066,0.0001157197],"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":[0.0003013157,0.00005737717,0.00009610682,0.0006919012,0.0003462555,0.00002476622,0.0166859,0.0001262509,0.00008346498,0.9740459,0.005722661,0.001818092],"study_design_scores_gemma":[0.001031002,0.00007848296,0.001528008,0.001905807,0.0004761677,0.00000408715,0.03066123,0.0000910231,0.00002973467,0.001032125,0.9627587,0.0004036653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008307734,0.000544136,0.0000390329,0.003375858,0.0009603217,0.0009560484,0.0001240405,0.0001240302,0.9855688],"genre_scores_gemma":[0.5096735,0.0003711643,0.0001097371,0.0002009544,0.0003467997,0.000004218859,0.0000254221,0.00007516368,0.489193],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9730138,"threshold_uncertainty_score":0.9999802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2076366348423519,"score_gpt":0.4005719915230619,"score_spread":0.19293535668071,"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."}}