{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.004039544,0.0005106503,0.002623413,0.0004322984,0.0002465812,0.0001379172,0.00160149,0.003041636,0.001183769],"category_scores_gemma":[0.001594654,0.0005299426,0.0006607515,0.0005595989,0.0006108484,0.0003861756,0.0002991882,0.003919928,0.004267643],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01454393,"about_ca_system_score_gemma":0.002211369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000248778,"about_ca_topic_score_gemma":0.0002119936,"domain_scores_codex":[0.9946192,0.0003185368,0.002677474,0.0007250292,0.0002420716,0.001417706],"domain_scores_gemma":[0.9937237,0.0005549165,0.003905565,0.0005604084,0.000906463,0.0003489793],"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":[0.0004705479,0.0002061467,0.002556253,0.00004450948,0.0003080901,0.001494561,0.00005434136,0.00001224742,8.372502e-7,0.02688427,0.9608775,0.007090671],"study_design_scores_gemma":[0.001732106,0.006436065,0.003147314,0.0001138941,0.00003875845,0.0007600029,0.00003432985,0.00001770556,0.000003254444,0.05392456,0.9333674,0.0004245723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009553192,0.005359864,0.0001298353,0.4985506,0.0107662,0.0003344772,0.0009404487,0.00001956687,0.4743458],"genre_scores_gemma":[0.07854346,0.003400165,0.001597001,0.8546459,0.05657304,0.00002960872,0.00004501088,0.0001301915,0.005035599],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4693102,"threshold_uncertainty_score":0.9997293,"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."}}