{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004860239,0.001149042,0.0007200749,0.00155526,0.003655267,0.008714379,0.001714269,0.005014722,0.3874753],"category_scores_gemma":[0.02782881,0.0007102019,0.00101579,0.001443632,0.00164047,0.007847746,0.007258815,0.005495143,0.2190157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002615929,"about_ca_system_score_gemma":0.003098598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00143425,"about_ca_topic_score_gemma":0.004474865,"domain_scores_codex":[0.9954674,0.001070854,0.0001530221,0.0005020825,0.002170346,0.000636276],"domain_scores_gemma":[0.9812894,0.003338879,0.001034237,0.001897724,0.006954446,0.005485291],"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":[0.000009377441,0.000003349269,0.00002185216,0.00003083154,6.529116e-7,0.00001981786,0.00008193035,0.000004211554,0.00006846646,0.001207046,0.990266,0.008286398],"study_design_scores_gemma":[0.000005043444,0.000005495929,0.00006292458,0.00003400475,0.00000135527,0.0001171385,0.0002297422,0.000009892285,0.00006818,0.0005547812,0.9989065,0.000005107237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001224613,0.006371377,0.004381913,0.1859512,0.3252299,0.0003446701,0.001766998,0.003341809,0.4713875],"genre_scores_gemma":[0.009935715,0.002903346,0.002971113,0.03948101,0.04181817,0.0002800098,0.0008971326,0.002443859,0.8992696],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6125246,"threshold_uncertainty_score":0.8736921,"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."}}