{"id":"W7118071893","doi":"10.1093/geroni/igaf122.612","title":"Mentoring New Research Center Directors Through Times of Uncertainty: The LEAD Program","year":2025,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Mentorship; Excellence; Center of excellence; Center (category theory); Presentation (obstetrics); Professional development; Field (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001888196,0.00007734574,0.0001096037,0.0003543612,0.0000836786,0.00002749442,0.0002283683,0.00005875737,0.0001551232],"category_scores_gemma":[0.0001967749,0.00005997211,0.00001477122,0.002470217,0.00005729305,0.00006093353,0.00008624448,0.0003711274,0.00001808344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001486357,"about_ca_system_score_gemma":0.00008664268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006835939,"about_ca_topic_score_gemma":0.000007211531,"domain_scores_codex":[0.9986115,0.0001244668,0.0004608932,0.0002075412,0.0002578193,0.0003378305],"domain_scores_gemma":[0.9993578,0.0002077693,0.00009112259,0.0002044647,0.0001278105,0.00001099385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000396155,0.0001789253,0.1430628,0.00006805586,0.0001067513,0.000002752219,0.02836806,0.00005759385,0.001292113,0.2410754,0.08692194,0.498826],"study_design_scores_gemma":[0.0009780921,0.00002731435,0.02637228,0.0007228916,0.000004559663,7.855166e-7,0.004949584,0.00006149714,0.004907813,0.009785072,0.9520561,0.0001340107],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6056371,0.0005087788,0.0005946392,0.01074661,0.005444346,0.0008131634,0.000001504282,0.0001385847,0.3761153],"genre_scores_gemma":[0.9623019,0.00001449461,0.0007179111,0.000233602,0.0001558785,0.000128246,0.000009318691,0.000009249864,0.03642938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8651342,"threshold_uncertainty_score":0.2445592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1145710641995247,"score_gpt":0.4576252692442053,"score_spread":0.3430542050446805,"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."}}