{"id":"W4416026209","doi":"10.1016/j.jacadv.2025.102332","title":"Lighting the Path","year":2025,"lang":"en","type":"editorial","venue":"JACC Advances","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01484572,0.003567728,0.003176167,0.005093986,0.006482997,0.02109569,0.003310221,0.02344938,0.037007],"category_scores_gemma":[0.06679354,0.001351576,0.002664509,0.001570937,0.006133701,0.009401352,0.005176252,0.04099663,0.02657664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005709861,"about_ca_system_score_gemma":0.01150925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003609727,"about_ca_topic_score_gemma":0.01301726,"domain_scores_codex":[0.985958,0.003383343,0.0008846552,0.001420872,0.007103532,0.001249549],"domain_scores_gemma":[0.9522725,0.01579892,0.00181107,0.001780915,0.01647971,0.01185688],"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":[0.000008023428,0.000005618252,0.00001080485,0.00006014869,0.000006391968,0.00002253466,0.00001489105,0.000007880421,0.00001066597,0.0006196206,0.9968426,0.002390846],"study_design_scores_gemma":[0.00002667357,0.00001110847,0.0000765542,0.0002790054,0.00001785463,0.00004848322,0.00007845892,0.00004759646,0.00002227625,0.002081067,0.9972981,0.00001287498],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001995187,0.00352138,0.00008844461,0.07813809,0.9150349,0.00001176484,0.00002287283,0.00005827319,0.003104183],"genre_scores_gemma":[0.0005276168,0.003623751,0.0001500011,0.08005837,0.8977227,0.00003555276,0.00002951326,0.00008323632,0.01776942],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.037007,"threshold_uncertainty_score":0.1238008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200051838686617,"score_gpt":0.3988484688961096,"score_spread":0.3768479505092435,"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."}}