{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006829442,0.0000596055,0.0000971334,0.0002054919,0.004732555,0.0002777822,0.0005880964,0.0001422803,0.0005280463],"category_scores_gemma":[0.0008789837,0.00004314975,0.00002830735,0.0002891714,0.0002380504,0.0005153719,0.000108048,0.001935278,0.0001021407],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000520052,"about_ca_system_score_gemma":0.005654136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1272356,"about_ca_topic_score_gemma":0.605974,"domain_scores_codex":[0.9969269,0.002021653,0.0003430405,0.00009903709,0.0002092737,0.0004000915],"domain_scores_gemma":[0.995111,0.001135982,0.0001453513,0.0006850007,0.002529225,0.0003934047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003517645,0.0001133145,0.04462032,0.0001290274,0.0000560493,8.551198e-7,0.05093991,0.000003970867,0.0001169182,0.7377713,0.1547923,0.0114209],"study_design_scores_gemma":[0.0001552749,0.00004435738,0.2119722,0.0001732512,0.000003918922,0.000002779412,0.02144819,0.000005527063,9.15531e-7,0.009085398,0.7570673,0.0000409848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7439857,0.02030674,0.000001683462,0.1452031,0.00157463,0.000754364,0.000008849773,0.000008328599,0.0881567],"genre_scores_gemma":[0.9581732,0.002009908,0.0001649717,0.0002475689,0.000157224,0.00005858624,0.00001151557,0.000009622231,0.03916738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7286859,"threshold_uncertainty_score":0.9999829,"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."}}