{"id":"W3021690690","doi":"10.26481/dis.20200519mg","title":"A Critical Review of Global Curriculum Development, Content and Implementation in Oncology","year":2020,"lang":"en","type":"review","venue":"","topic":"Global Health and Surgery","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Curriculum; Unintended consequences; Diversity (politics); Perspective (graphical); Curriculum development; Engineering ethics; Medical education; Work (physics); Medicine; Political science; Oncology; Psychology; Pedagogy; Engineering; Computer science","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":[0.0004567187,0.000182084,0.002231201,0.00003877604,0.00001205037,0.00000232386,0.00003958526,0.0001379989,0.0002760013],"category_scores_gemma":[0.0005406347,0.0001283819,0.0001363031,0.0003072723,0.0000377475,0.00002207529,0.00005346566,0.0001672869,0.00001934482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004655235,"about_ca_system_score_gemma":0.002283908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000162522,"about_ca_topic_score_gemma":0.0001206989,"domain_scores_codex":[0.9979415,0.000151795,0.001218922,0.0002450041,0.0001696103,0.0002731566],"domain_scores_gemma":[0.9992023,0.0001361268,0.0001631703,0.00008521332,0.0001165187,0.0002966631],"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":[0.00000377008,0.00005004683,0.000826375,0.2630502,0.00001808093,0.00006889393,0.000003651121,2.048812e-11,5.09706e-9,0.001320032,0.003406388,0.7312526],"study_design_scores_gemma":[0.0002710492,0.0001234207,0.0003595157,0.101959,0.0002545622,0.0002409806,0.00005022904,1.601209e-7,4.326078e-8,0.000006902022,0.8966522,0.00008196629],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000692827,0.9946181,0.0000127602,0.001297963,0.0001210271,0.00123105,0.00002442869,0.00001150959,0.002676193],"genre_scores_gemma":[0.0000115262,0.9953296,0.001068088,0.003321009,0.00003098128,0.00009570273,0.0001294277,0.00000618821,0.000007486079],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8932458,"threshold_uncertainty_score":0.5235261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1340812826381706,"score_gpt":0.501099867323528,"score_spread":0.3670185846853574,"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."}}