{"id":"W2924790881","doi":"","title":"Understanding and Building Advisory Relationships: An action research initiative supporting graduate student supervision","year":2018,"lang":"en","type":"article","venue":"2019 Conference of the Canadian Society for the Study of Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Supervisor; Graduate students; Participatory action research; Citizen journalism; Graduate education; Pedagogy; Action (physics); Identity (music); Perspective (graphical); Psychology; The arts; Medical education; Sociology; Public relations; Management; Political science; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00351509,0.00009213706,0.0001406822,0.0001046684,0.005264457,0.0000319856,0.0003131199,0.0001057152,0.00005421087],"category_scores_gemma":[0.0006109255,0.00006616602,0.00007236607,0.0003328743,0.0003473384,0.0002446553,0.00007675262,0.0005241944,0.000002275023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000742795,"about_ca_system_score_gemma":0.003341098,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05958272,"about_ca_topic_score_gemma":0.3165662,"domain_scores_codex":[0.9981232,0.0006249298,0.0003952972,0.0002100474,0.0003251102,0.0003214399],"domain_scores_gemma":[0.996762,0.0009552463,0.000325266,0.0003684578,0.001448393,0.0001405764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000323062,0.0005157362,0.06468976,0.0001661412,0.0001913295,1.358625e-8,0.823118,0.000018137,0.0002873044,0.08410896,0.02313386,0.003738469],"study_design_scores_gemma":[0.0002356309,0.0002228823,0.2115036,0.0001268453,0.00005214414,1.738138e-7,0.7786012,0.0005143613,0.00001456262,0.007993665,0.0006727183,0.00006228856],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876031,0.00006732808,0.0003211345,0.007789125,0.00124571,0.002106259,0.00002884963,0.000008151022,0.0008303699],"genre_scores_gemma":[0.9986472,0.00006333898,0.0002496876,0.00009786561,0.0002710035,0.0001671262,0.0000125811,0.00001312572,0.0004781311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2569835,"threshold_uncertainty_score":0.9960306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8379974275531871,"score_gpt":0.6147860569884949,"score_spread":0.2232113705646922,"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."}}