{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001794252,0.0001432062,0.0002282724,0.0000381985,0.0008986067,0.00001911164,0.0001132218,0.0001278006,0.0005768012],"category_scores_gemma":[0.0001587361,0.0001231189,0.00006944237,0.0001467574,0.0001478426,0.0001601267,0.0000515815,0.0005662428,0.0002652607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002549651,"about_ca_system_score_gemma":0.0001797002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005376698,"about_ca_topic_score_gemma":0.00003662782,"domain_scores_codex":[0.9986525,0.0001527651,0.0003348423,0.0002896239,0.0001297413,0.0004405063],"domain_scores_gemma":[0.9991543,0.0002149461,0.00008660927,0.000147238,0.00009656705,0.0003003116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001887246,0.0008385153,0.1036803,0.001148238,0.000276717,0.0001115538,0.1296051,0.00004587893,0.001387982,0.398244,0.3094538,0.05501911],"study_design_scores_gemma":[0.003398319,0.0005284404,0.2347812,0.0005009728,0.0003071626,0.00001711359,0.5909969,0.001731483,0.00007800695,0.01041861,0.1558511,0.001390698],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7244751,0.0007867804,0.0007306693,0.2553323,0.0003847138,0.0003682115,0.0001098848,0.0002798238,0.01753255],"genre_scores_gemma":[0.9926311,0.0005882461,0.0002869999,0.005460412,0.0005704613,0.00008342812,0.00006076289,0.00001829862,0.0003003365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4613918,"threshold_uncertainty_score":0.6911447,"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."}}