{"id":"W2485154160","doi":"10.1136/esmoopen-2016-000097","title":"ESMO / ASCO Recommendations for a Global Curriculum in Medical Oncology Edition 2016","year":2016,"lang":"en","type":"review","venue":"ESMO Open","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; Medicine; Medical education; Oncology; Clinical Oncology; Internal medicine; Medical physics; Cancer; Psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001698102,0.0003731822,0.002394667,0.00022932,0.0001144449,0.0001435592,0.001317252,0.0008950274,0.004535994],"category_scores_gemma":[0.0007221687,0.0003433025,0.0004238824,0.0002515615,0.00009719766,0.0006623998,0.0003989674,0.0003393708,0.002454758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00174816,"about_ca_system_score_gemma":0.001206109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00234563,"about_ca_topic_score_gemma":0.002035061,"domain_scores_codex":[0.9968417,0.00006208035,0.001720076,0.0007750875,0.00003990443,0.0005611478],"domain_scores_gemma":[0.9978205,0.0002507011,0.00120181,0.000448704,0.00004482922,0.0002334675],"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":[0.000006509008,0.0001090597,0.0001035758,0.0003119702,0.00006257345,0.000003990302,0.0000113026,5.755538e-8,1.122566e-10,0.1488987,0.1515834,0.6989089],"study_design_scores_gemma":[0.00100554,0.0001165596,0.00009333347,0.004031923,0.00002870624,0.00001615907,0.000006907343,0.00001062392,1.591428e-8,0.04125814,0.9529976,0.0004344727],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001265902,0.8446154,0.002155945,0.005575435,0.003932466,0.002110203,0.002855742,0.0000239869,0.1387296],"genre_scores_gemma":[0.00001090741,0.9926831,0.0007196202,0.0007623716,0.001223549,0.001349609,0.0005245503,0.00004953499,0.002676754],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8014142,"threshold_uncertainty_score":0.9999019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09685524511029993,"score_gpt":0.4029989969889585,"score_spread":0.3061437518786586,"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."}}