{"id":"W4223965493","doi":"10.1200/edbk_351021","title":"Barriers to Access: Global Variability in Implementing Treatment Advances in Lung Cancer","year":2022,"lang":"en","type":"article","venue":"American Society of Clinical Oncology Educational Book","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; McMaster University; Juravinski Cancer Centre","funders":"","keywords":"Lung cancer; Cancer; Cancer survival; Radiation therapy; Global health; Quality (philosophy); Cause of death","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008768758,0.0001127726,0.0005918037,0.00003483392,0.0001090976,0.000003795372,0.0001278158,0.00003622804,0.002705429],"category_scores_gemma":[0.0003833068,0.0001040953,0.0002282837,0.000506055,0.0002596515,0.0001111345,0.0001065773,0.0001737362,0.000001183528],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003942543,"about_ca_system_score_gemma":0.008676644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003594369,"about_ca_topic_score_gemma":0.0008556665,"domain_scores_codex":[0.998051,0.0002920111,0.0008064694,0.000379261,0.000209975,0.0002612737],"domain_scores_gemma":[0.9979294,0.001236558,0.0003385177,0.0001674285,0.00008521611,0.0002428578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001806894,0.001072492,0.8758059,0.0000162346,0.0001510782,0.000001392008,0.001156422,0.0005111559,0.000003444998,0.0003386812,0.004965103,0.1157974],"study_design_scores_gemma":[0.002001422,0.000902807,0.6877199,0.00001495532,0.0001241216,0.000001879487,0.003053232,0.0001775765,0.000003022885,0.0003200817,0.3056012,0.00007979351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8614823,0.001532176,0.00007135129,0.1239365,0.0004990808,0.001296278,0.0002082347,0.00001481298,0.0109593],"genre_scores_gemma":[0.9716597,0.001074059,0.005444004,0.01877055,0.0001923499,0.001717876,0.00006407376,0.000009435381,0.001067916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3006361,"threshold_uncertainty_score":0.9998811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04305648339931472,"score_gpt":0.5496120036424352,"score_spread":0.5065555202431206,"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."}}