{"id":"W4367626392","doi":"10.29173/eureka28795","title":"Featured Researchers","year":2023,"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":"University of Alberta","funders":"","keywords":"Section (typography); Acacia; Engineering; Library science; Computer science; Botany; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005217266,0.00004921111,0.00006933678,0.00009319392,0.000589988,0.000005570344,0.0001155087,0.00009004388,0.001961885],"category_scores_gemma":[0.0003750325,0.00004228437,0.0000320671,0.0004734127,0.00002788181,0.00004603067,0.00006558002,0.0004388067,0.01227636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005952905,"about_ca_system_score_gemma":0.000197279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007869345,"about_ca_topic_score_gemma":0.0001023865,"domain_scores_codex":[0.9990043,0.0002092192,0.0001239376,0.0001284833,0.0001598008,0.0003742586],"domain_scores_gemma":[0.9993176,0.000229496,0.00002786361,0.0002041762,0.0000868213,0.000134026],"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":[0.000005526663,0.00001373624,0.003481542,0.00002611947,0.000006724457,0.000002486612,0.004967924,0.000003985948,0.0000744272,0.01196416,0.9782438,0.001209606],"study_design_scores_gemma":[0.0001523818,0.00001140985,0.09839133,0.00002146081,0.000001809581,1.268348e-7,0.006644926,0.00005567934,0.000002203258,0.001321361,0.8933489,0.00004836719],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2776004,0.0008704994,0.00004208438,0.2169931,0.005866799,0.0009495445,0.00004747555,0.001356634,0.4962735],"genre_scores_gemma":[0.617892,0.0003871574,0.000160116,0.001416487,0.0009466523,0.0001650709,0.00006453444,0.00002567922,0.3789423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3402916,"threshold_uncertainty_score":0.9989505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6875489753847918,"score_gpt":0.6764188746612791,"score_spread":0.01113010072351261,"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."}}