{"id":"W1967604805","doi":"10.1080/07294360.2011.559199","title":"‘Untold’ doctoral stories: can we move beyond cultural narratives of neglect?","year":2012,"lang":"en","type":"article","venue":"Higher Education Research & Development","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"","keywords":"Neglect; Narrative; Agency (philosophy); Sociology; Supervisor; Narrative inquiry; Pedagogy; Social psychology; Public relations; Psychology; Political science; Social science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"commentary","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","sts"],"consensus_categories":[],"category_scores_codex":[0.03983484,0.00146599,0.001299054,0.002904664,0.02060385,0.02238986,0.005494087,0.007571317,0.003833352],"category_scores_gemma":[0.09802033,0.0009740841,0.0006756139,0.002393906,0.07430124,0.03820287,0.031662,0.01606933,0.0008728465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009384239,"about_ca_system_score_gemma":0.01265226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009092372,"about_ca_topic_score_gemma":0.01372875,"domain_scores_codex":[0.9457332,0.04604958,0.001022632,0.001308831,0.002923598,0.002962179],"domain_scores_gemma":[0.9220425,0.05343112,0.007013224,0.004087008,0.004391003,0.009035154],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001354728,0.0000138833,0.0009716841,0.0001014599,0.000007179133,0.0004634287,0.9804375,0.00002592685,0.00006333023,0.0119413,0.002104149,0.003856725],"study_design_scores_gemma":[0.000002567954,0.00001138298,0.000233858,0.0002363659,0.000003725691,0.0003656651,0.9673452,0.00003014185,0.00007650724,0.00602066,0.02566171,0.00001216192],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5335895,0.02773643,0.01216002,0.3574275,0.002710555,0.0002078879,0.0001612796,0.00008951122,0.06591719],"genre_scores_gemma":[0.96636,0.01117919,0.002139787,0.01378925,0.0004982753,0.0001934262,0.00006961651,0.00007454108,0.005695942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9793962,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2834120113622843,"score_gpt":0.5699326505469973,"score_spread":0.286520639184713,"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."}}