{"id":"W3205078039","doi":"10.28945/4870","title":"Similarities and Differences in How Supervisors at Canadian and UK Institutions Understand Doctoral Supervision","year":2021,"lang":"en","type":"article","venue":"International journal of doctoral studies","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Cape Breton University","funders":"University of Edinburgh; Cape Breton University","keywords":"Context (archaeology); Set (abstract data type); Discipline; Sample (material); Qualitative research; Quality (philosophy); Face (sociological concept); Psychology; Medical education; Pedagogy; Public relations; Political science; Sociology; Medicine; Social science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0002898229,0.0001497964,0.0003423034,0.0003113607,0.0005978006,0.00006871509,0.0001525163,0.0001016898,0.0002538589],"category_scores_gemma":[0.000511334,0.0001225178,0.00005801989,0.0001387642,0.0002474965,0.0003473535,0.0002083014,0.0003771376,0.000002983326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000790846,"about_ca_system_score_gemma":0.0007622232,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0071785,"about_ca_topic_score_gemma":0.3788729,"domain_scores_codex":[0.9985496,0.0001841699,0.0004693819,0.0001764789,0.000334962,0.00028543],"domain_scores_gemma":[0.9982195,0.0003513837,0.0001557841,0.00007783769,0.0009611365,0.0002343897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005482157,0.00006995662,0.9526362,0.00008216497,0.0003117129,0.0001792239,0.02365078,0.000007432062,0.00006084214,0.01470662,0.007606185,0.0006339946],"study_design_scores_gemma":[0.002107342,0.000146867,0.7238103,0.0009626823,0.00005965511,0.0001608396,0.204385,0.00004675613,0.00001495019,0.005256008,0.06273284,0.0003167047],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9202311,0.01589962,0.000008347763,0.06087805,0.002269551,0.00009097943,0.00006965497,0.000006366151,0.0005463049],"genre_scores_gemma":[0.9829961,0.01474309,0.0001937482,0.0006492045,0.0003602997,0.000006781111,0.00001074004,0.000007327983,0.001032683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3716944,"threshold_uncertainty_score":0.9994328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.475713813495646,"score_gpt":0.5119153886443234,"score_spread":0.03620157514867739,"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."}}