{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000151506,0.00005486467,0.00007264447,0.00003203379,0.0003409402,0.000001677029,0.00009734039,0.00007188293,0.02703505],"category_scores_gemma":[0.0000594917,0.00004682631,0.00002776094,0.00007720337,0.00002123621,0.00005402339,0.00003453232,0.0002283622,0.01189728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002772826,"about_ca_system_score_gemma":0.00009178211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002031523,"about_ca_topic_score_gemma":0.0001531901,"domain_scores_codex":[0.9993459,0.00009655465,0.00015813,0.0001083153,0.00006637154,0.0002247399],"domain_scores_gemma":[0.9995383,0.00004308686,0.00004794045,0.0001967206,0.00007245121,0.0001015274],"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":[0.00003661453,0.0001931861,0.009855114,0.00006327128,0.00001862432,0.000003129708,0.05229251,2.933727e-7,0.00008507985,0.0788573,0.8552579,0.003336918],"study_design_scores_gemma":[0.0001260995,0.0000419705,0.02810001,0.00001776946,0.000004959669,4.751346e-7,0.004652323,0.000006587836,0.00000728497,0.001498098,0.9654801,0.00006425985],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07232238,0.0005138466,0.0002594416,0.007166101,0.004073007,0.0003044491,0.000009650711,0.0001933028,0.9151578],"genre_scores_gemma":[0.8852076,0.0001346345,0.001859347,0.002903718,0.001361333,0.00009721527,0.000009718566,0.00002164757,0.1084048],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8128852,"threshold_uncertainty_score":0.9888721,"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."}}