{"id":"W4400488628","doi":"10.1371/journal.pgph.0003379","title":"Childhood cancer presentation and initial outcomes in Ethiopia: Findings from a recently opened pediatric oncology unit","year":2024,"lang":"en","type":"article","venue":"PLOS Global Public Health","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Fakultet Medicinskih Nauka, Univerziteta U Kragujevcu; Jimma University; Institute of Health, Jimma University","keywords":"Medicine; Cancer; Pediatric cancer; Pediatric oncology; Pediatrics; Surgical oncology; Medical diagnosis; Retrospective cohort study; Internal medicine; Pathology","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":[0.0006428187,0.0001979599,0.0005440795,0.0003144279,0.00008704251,0.0001321478,0.0001672876,0.0002501545,0.0003015041],"category_scores_gemma":[0.001084883,0.0001672856,0.00004523445,0.001149494,0.00007684025,0.0003279881,0.0001942635,0.0005988867,0.00007007532],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003654431,"about_ca_system_score_gemma":0.01193965,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01105589,"about_ca_topic_score_gemma":0.002341486,"domain_scores_codex":[0.9972027,0.0003335418,0.0005262117,0.0005413616,0.0006568069,0.0007394131],"domain_scores_gemma":[0.9984174,0.000543642,0.00006900741,0.0002037367,0.000121564,0.0006446998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002177019,0.0009855535,0.9341657,0.0007009721,0.0003146494,0.00037851,0.003983248,0.000002339175,0.000022377,0.00148045,0.01240425,0.04534426],"study_design_scores_gemma":[0.006379938,0.0007187064,0.9795827,0.0002072227,0.00008622341,0.00005918818,0.0005585214,0.002006659,0.00001355734,0.0006451607,0.00953866,0.000203463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8766831,0.001869391,0.00005556865,0.1180969,0.0003637188,0.0009836,0.0003221243,0.000120764,0.001504821],"genre_scores_gemma":[0.9902007,0.002513266,0.0005103729,0.005801578,0.0004694723,0.0001391698,0.0002075275,0.00002810306,0.0001298307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1135175,"threshold_uncertainty_score":0.9955296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07296500705812568,"score_gpt":0.4149589938400127,"score_spread":0.341993986781887,"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."}}