{"id":"W4230210060","doi":"10.29173/eureka10302","title":"Full Issue","year":2011,"lang":"en","type":"article","venue":"Eureka","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Fondation pour la Recherche Médicale","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002237169,0.0006788885,0.0007068136,0.001630291,0.002057897,0.006805684,0.00185031,0.005677044,0.7535055],"category_scores_gemma":[0.01714531,0.0003515774,0.000924419,0.0009968893,0.0007613277,0.003904547,0.002978841,0.003439375,0.6124462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001193647,"about_ca_system_score_gemma":0.003473374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001498589,"about_ca_topic_score_gemma":0.001936629,"domain_scores_codex":[0.9978731,0.0002547037,0.0001459153,0.0002627173,0.001187454,0.0002760852],"domain_scores_gemma":[0.9919383,0.001080781,0.0003079965,0.0009038355,0.003880817,0.001888288],"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":[0.000009643302,0.00001865611,0.0001101328,0.0000519081,0.000001740473,0.00004883757,0.00001577873,0.000007199702,0.00006282204,0.00107727,0.9722131,0.02638289],"study_design_scores_gemma":[0.00000477437,0.000005460729,0.000254345,0.00007539676,0.00000124998,0.00006411943,0.0000331134,0.00001642724,0.00004561228,0.0004621438,0.9990346,0.000002669949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007616168,0.003005256,0.001234666,0.07378106,0.1099333,0.0005159661,0.004238872,0.00207277,0.8044565],"genre_scores_gemma":[0.002865644,0.001314157,0.0004492721,0.02003307,0.01984851,0.0001325817,0.001640636,0.0004374171,0.9532787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7535055,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4661335636687651,"score_gpt":0.5628161426343743,"score_spread":0.09668257896560917,"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."}}