{"id":"W2116895316","doi":"10.47678/cjhe.v43i3.184674","title":"Online Graduate Student Identity and Professional Skills Development","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Professional development; Graduate students; Medical education; Psychology; Identity (music); Higher education; Graduate education; Pedagogy; Professional studies; Mathematics education; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003409336,0.0001256958,0.0001547306,0.001094338,0.004501928,0.006532351,0.0007883973,0.001022062,0.01226121],"category_scores_gemma":[0.01189463,0.0001075227,0.0001933733,0.0005425225,0.003208846,0.003428337,0.006135347,0.001402487,0.001404093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001762557,"about_ca_system_score_gemma":0.003313111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002633968,"about_ca_topic_score_gemma":0.004243473,"domain_scores_codex":[0.9965682,0.001625183,0.00009319079,0.0002247828,0.0008102717,0.0006785108],"domain_scores_gemma":[0.9891595,0.002319628,0.001383617,0.0005144684,0.001171173,0.005451582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001012368,0.002284291,0.1884518,0.0001403506,0.00001155266,0.001052222,0.3890847,0.0001311356,0.001436538,0.05968805,0.01702638,0.3405917],"study_design_scores_gemma":[0.00003394916,0.0003478393,0.1941052,0.000281641,0.00001152022,0.001435034,0.6492398,0.0008401108,0.001291809,0.01613873,0.1362299,0.00004453456],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8229036,0.0002326887,0.001503983,0.006827281,0.000121534,0.0000710797,0.00003375238,0.00003520876,0.1682708],"genre_scores_gemma":[0.9858639,0.0001335489,0.0006188909,0.0003630318,0.00002772968,0.00002531709,0.00002071723,0.000007082402,0.01293993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01226121,"threshold_uncertainty_score":0.04101783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03344685974217701,"score_gpt":0.3833458403999814,"score_spread":0.3498989806578043,"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."}}