{"id":"W2987257161","doi":"10.22230/src.2019v10n2a305","title":"The Canadian Journal of Higher Education/La Revue canadienne d’enseignement supérieur","year":2019,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Ottawa; University of Alberta; Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada; University of Ottawa","keywords":"Scholarship; Political science; Context (archaeology); Higher education; Humanities; Library science; Art; History; Law","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01271704,0.0008695903,0.00138964,0.005348636,0.01273773,0.02528678,0.002873262,0.005225643,0.09002946],"category_scores_gemma":[0.03392283,0.0005232393,0.000844105,0.01066035,0.01362433,0.005486752,0.006217629,0.00651593,0.02028395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05830406,"about_ca_system_score_gemma":0.2385877,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7686244,"about_ca_topic_score_gemma":0.7447011,"domain_scores_codex":[0.9742039,0.003633993,0.001252178,0.001487333,0.015543,0.003879548],"domain_scores_gemma":[0.9595654,0.005695389,0.001209181,0.002355587,0.021625,0.009549359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002675574,0.000028083,0.001406647,0.001034257,0.00002741998,0.0001928049,0.002240184,0.00009154841,0.0001162241,0.1665502,0.7582577,0.07002808],"study_design_scores_gemma":[0.00000289265,0.000002685932,0.001140376,0.0005518796,0.000004460196,0.00004021093,0.001258665,0.00002089297,0.00002551286,0.002848365,0.9940919,0.00001224703],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002151287,0.1941872,0.001128843,0.2323356,0.03026724,0.0001336304,0.001731247,0.0002039944,0.537861],"genre_scores_gemma":[0.1499845,0.2706613,0.004337055,0.06858779,0.01146017,0.0003084198,0.002981414,0.0005081054,0.4911712],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9099705,"threshold_uncertainty_score":0.4654765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2466875083293052,"score_gpt":0.5307642032788884,"score_spread":0.2840766949495832,"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."}}