{"id":"W2981681194","doi":"10.1016/j.jtho.2019.08.1242","title":"P1.16-16 Lung Cancer Control in Sub-Saharan Africa: Experience at Ampath Oncology in Western Kenya","year":2019,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Western University; Bristol-Myers Squibb Foundation","keywords":"Medicine; Lung cancer; Sputum; Biopsy; Internal medicine; Lung; Cancer; Radiology; Tuberculosis; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006995761,0.0003048152,0.0001676454,0.0001576027,0.002775559,0.0008709029,0.0003972386,0.000480717,0.00432346],"category_scores_gemma":[0.001317257,0.0001823224,0.0001567424,0.0003818035,0.0006413238,0.000520788,0.001317615,0.0007267756,0.0004505915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002160175,"about_ca_system_score_gemma":0.005595529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05331668,"about_ca_topic_score_gemma":0.1425472,"domain_scores_codex":[0.9994625,0.0001240949,0.00001658598,0.00002108488,0.00003196607,0.0003437741],"domain_scores_gemma":[0.9991347,0.00006996869,0.0001149731,0.00001323453,0.00008348718,0.0005837276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003113759,0.004081685,0.7169738,0.0008587277,0.00008092957,0.01135442,0.04917989,0.0009642426,0.0117315,0.002149231,0.009907731,0.189604],"study_design_scores_gemma":[0.0005189366,0.008483289,0.8378682,0.0005392964,0.0001148738,0.003886478,0.07780202,0.0005042703,0.003776243,0.0003725502,0.06607797,0.00005584662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914997,0.0007487948,0.00007974037,0.00149471,0.00003102685,0.0002058108,0.0001632007,0.000005757448,0.005771311],"genre_scores_gemma":[0.9929944,0.001302295,0.0002539678,0.0004007438,0.0000262357,0.0001053145,0.0001593394,0.000007641231,0.004750034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05331668,"threshold_uncertainty_score":0.1060127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02113165023939008,"score_gpt":0.4079696588356984,"score_spread":0.3868380085963083,"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."}}