{"id":"W3139763965","doi":"10.31468/cjsdwr.853","title":"Graduate Transitions","year":2020,"lang":"en","type":"article","venue":"Discourse and Writing/Rédactologie","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Focus group; Graduate students; Exploratory research; Publication; Qualitative research; Interrogation; Psychology; Medical education; Pedagogy; Sociology; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003364044,0.0004025917,0.0003637758,0.001393036,0.01602853,0.005711973,0.002284722,0.001857818,0.03235688],"category_scores_gemma":[0.01005109,0.0003525038,0.0006360208,0.001565382,0.003851103,0.002599323,0.01130593,0.004431232,0.006527452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01754985,"about_ca_system_score_gemma":0.04319424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1747882,"about_ca_topic_score_gemma":0.3940079,"domain_scores_codex":[0.9953609,0.000572052,0.00009965014,0.0004345358,0.001345694,0.002187215],"domain_scores_gemma":[0.987074,0.0005633623,0.0003629506,0.0003841628,0.002182196,0.009433266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004308193,0.0008879299,0.04879031,0.00044016,0.00002088109,0.003953416,0.3863554,0.0002570317,0.00349639,0.05734056,0.1997931,0.298234],"study_design_scores_gemma":[0.00002861772,0.0002969863,0.03250984,0.0001838677,0.000007729661,0.0007341106,0.2869262,0.00008964533,0.0005385629,0.002967924,0.6756546,0.00006182535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6429559,0.002167888,0.002273698,0.03339696,0.00261295,0.0008987286,0.001765439,0.0006685685,0.3132598],"genre_scores_gemma":[0.8033084,0.0009062964,0.001551384,0.006403268,0.0002404476,0.0002889251,0.0008116082,0.0001403903,0.1863492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1747882,"threshold_uncertainty_score":0.3475416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6208409348201616,"score_gpt":0.603380522727143,"score_spread":0.01746041209301852,"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."}}