{"id":"W2790082201","doi":"10.1200/jgo.18.00025","title":"Coming on Its Own, Global Oncology Research","year":2018,"lang":"en","type":"letter","venue":"Journal of Global Oncology","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"AstraZeneca (Canada)","funders":"","keywords":"Medicine; Clinical Oncology; Oncology; Internal medicine; Medical education; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01258724,0.001427809,0.002451337,0.001688116,0.007013721,0.01390232,0.002210708,0.04616676,0.01311917],"category_scores_gemma":[0.06388229,0.0008857395,0.00173775,0.001240385,0.005455147,0.01169676,0.003919254,0.06769449,0.006881161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005977774,"about_ca_system_score_gemma":0.01073868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005076997,"about_ca_topic_score_gemma":0.01572095,"domain_scores_codex":[0.9897988,0.002390712,0.00118218,0.001242592,0.004143516,0.001242226],"domain_scores_gemma":[0.9513597,0.02469069,0.002655989,0.001339501,0.009214783,0.01073937],"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":[0.000009638245,0.00001081079,0.00007896139,0.00004253478,0.00000495222,0.00009450441,0.00003945023,0.000008242039,0.00002650274,0.00130371,0.9952837,0.003096939],"study_design_scores_gemma":[0.00003533955,0.00002008506,0.0002797511,0.0003166674,0.00001918793,0.0001393761,0.0002811678,0.00007514456,0.00004817468,0.004809987,0.9939527,0.000022335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00005942554,0.003065369,0.00005876252,0.7991673,0.1958549,0.000007036833,0.00003780467,0.00001490832,0.001734529],"genre_scores_gemma":[0.0009406023,0.002323879,0.0001736578,0.6835737,0.3060753,0.00002212687,0.00002430076,0.00003882672,0.006827719],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.04616676,"threshold_uncertainty_score":0.06656843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1869544045075234,"score_gpt":0.411479725761674,"score_spread":0.2245253212541506,"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."}}