{"id":"W7006312672","doi":"","title":"A thesis submitted to the Faculty of Graduate and Postdoctoral Studies of the University of Ottawa in partial fulfillment of the requirements for the degree of Doctor of Philosophy","year":2019,"lang":"en","type":"article","venue":"Americanae (AECID Library)","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Degree (music); Graduate students; Graduate research; Graduate degree; Post graduate; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003206653,0.0001191598,0.0004535671,0.00007548985,0.0001571501,7.73439e-7,0.0005732586,0.00004324493,0.0000985841],"category_scores_gemma":[0.0001738075,0.00005840012,0.0001690834,0.0005679605,0.0006077038,0.0001158717,0.0003582566,0.000130846,7.918356e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003054892,"about_ca_system_score_gemma":0.0002563988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009751461,"about_ca_topic_score_gemma":0.0005345704,"domain_scores_codex":[0.9983479,0.000400796,0.00060315,0.0001578045,0.0002990418,0.0001912691],"domain_scores_gemma":[0.9975315,0.000710167,0.0009348432,0.0005599619,0.0002240805,0.0000393974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003059154,0.0003187886,0.9497438,0.0004789015,0.0004084994,6.97929e-8,0.02395395,0.00008969403,0.001121997,0.01388275,0.008085809,0.001609845],"study_design_scores_gemma":[0.0006376155,0.0002820867,0.9714682,0.0002686874,0.00009241836,5.0047e-8,0.02268895,0.00004638427,0.001788003,0.0003865368,0.002276587,0.00006455604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773008,0.0003514187,0.00000853019,0.02003455,0.0002656115,0.001337799,0.000399902,0.000003872621,0.0002974845],"genre_scores_gemma":[0.9989001,0.000243955,0.0001855535,0.0002019597,0.00002583846,0.00001819775,0.000004264265,0.00001042483,0.0004097096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02172435,"threshold_uncertainty_score":0.9968427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3682385633253794,"score_gpt":0.449548861214122,"score_spread":0.08131029788874267,"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."}}