{"id":"W4383483803","doi":"10.1002/cncr.34946","title":"Development of EPAT: An assessment tool for pediatric hematology/oncology training programs","year":2023,"lang":"en","type":"article","venue":"Cancer","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster Children's Hospital","funders":"American Lebanese Syrian Associated Charities","keywords":"Medicine; Pediatric oncology; Hematology; Internal medicine; Oncology; Medical physics; Cancer","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":[0.0003240296,0.00009642058,0.0003645678,0.00009023138,0.00008174488,0.000001735579,0.00007455869,0.0001486713,0.00009306478],"category_scores_gemma":[0.00002730066,0.00007900111,0.00005159649,0.0002258232,0.00008400915,0.00004249658,0.00001398444,0.000111247,0.000003997068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002162118,"about_ca_system_score_gemma":0.001208809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.946777e-7,"about_ca_topic_score_gemma":0.00001771739,"domain_scores_codex":[0.9991145,0.00002367792,0.0002920098,0.0002091604,0.00009320457,0.0002674897],"domain_scores_gemma":[0.9994912,0.0001193895,0.0001238333,0.0001272059,0.00007515266,0.00006321094],"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":[0.0002608957,0.0002644428,0.07506187,0.0003005041,0.0001350269,0.00003027136,0.005713352,0.00003524182,0.001237162,0.001451783,0.001144124,0.9143654],"study_design_scores_gemma":[0.01032455,0.00381198,0.1203066,0.0001648444,0.0003454933,0.0001270437,0.004420656,0.001927041,0.00272021,0.001407165,0.8538846,0.0005598475],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859624,0.0007983538,0.009925326,0.0006616682,0.001098753,0.0008887571,0.000006515146,0.0001237391,0.0005344867],"genre_scores_gemma":[0.6121616,0.0009855144,0.3811391,0.0007941608,0.001290067,0.002390127,0.0001119337,0.00005031681,0.001077173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9138055,"threshold_uncertainty_score":0.3221572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08158202148658832,"score_gpt":0.4993100010121497,"score_spread":0.4177279795255613,"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."}}