{"id":"W3035183972","doi":"10.31468/cjsdwr.775","title":"Understanding Supervisory Practices: Commonalities and Differences in Ways of Working with Doctoral Writers","year":2020,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Supervisor; Reflexivity; Psychology; Pedagogy; Professional writing; Academic writing; Facilitation; Medical education; Sociology; Management; Medicine; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":["metaresearch"],"domain":"incentives","study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01894547,0.0002637166,0.0005050178,0.002661032,0.005441435,0.007539345,0.001488195,0.001425136,0.0008679731],"category_scores_gemma":[0.05341137,0.0004542183,0.0003728701,0.001527332,0.00950388,0.004913853,0.007076292,0.002098558,0.0001908093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002256285,"about_ca_system_score_gemma":0.005342138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002877617,"about_ca_topic_score_gemma":0.003982376,"domain_scores_codex":[0.9784639,0.01458848,0.001274026,0.001283376,0.0033957,0.0009944465],"domain_scores_gemma":[0.9640938,0.02327045,0.005170944,0.001993228,0.002707223,0.002764296],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002207277,0.00002425958,0.01827901,0.00009072249,0.00001020447,0.0001641133,0.9656781,0.00002844316,0.0005163674,0.001210339,0.0001899719,0.01378645],"study_design_scores_gemma":[0.00001010136,0.0000781046,0.0236328,0.0003388396,0.00001156277,0.0006036598,0.9649362,0.0002001485,0.0003541052,0.002399187,0.007406339,0.00002892837],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831622,0.002183173,0.003887213,0.002619785,0.00006012643,0.00004014634,0.00001432283,0.00003956979,0.007993554],"genre_scores_gemma":[0.99738,0.0006886601,0.001116311,0.0001598875,0.00001499304,0.00003431797,0.00001140495,0.00001114694,0.0005833019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9810545,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9021871988139385,"score_gpt":0.5586184785077014,"score_spread":0.3435687203062371,"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."}}