{"id":"W4323841526","doi":"10.22541/au.167844911.10698670/v1","title":"ENHANCING INFORMATION ON STAGE AT DIAGNOSIS FOR CHILDHOOD CANCER IN AFRICA","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cancer registry; Stage (stratigraphy); Cancer; Population; Pediatrics; Cancer staging; Childhood cancer; Retinoblastoma; Family medicine; Environmental health; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004578995,0.0002302276,0.0001868116,0.002745744,0.0004293591,0.0005258301,0.0005470471,0.0002786777,0.002595022],"category_scores_gemma":[0.02474746,0.0001595812,0.0001872069,0.001998581,0.000225246,0.0005529304,0.001137392,0.0003518083,0.0003635467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001412633,"about_ca_system_score_gemma":0.002127522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04790654,"about_ca_topic_score_gemma":0.06293971,"domain_scores_codex":[0.9976185,0.00134786,0.0002868351,0.0001771206,0.0002845546,0.0002851],"domain_scores_gemma":[0.9848214,0.006500744,0.004260034,0.001087492,0.00252848,0.0008018693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001186591,0.00003038504,0.9063069,0.0002421326,0.00001347604,0.0001573481,0.001674958,0.0005400243,0.0005696699,0.0001979155,0.004749699,0.08539882],"study_design_scores_gemma":[0.00001802777,0.0001397806,0.9817963,0.0003916544,0.00003376366,0.0003889758,0.001958807,0.001392931,0.001400711,0.000245972,0.01221228,0.00002082668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9626359,0.00311133,0.004213236,0.002961288,0.0001146624,0.0007935878,0.01123829,0.0001662698,0.01476541],"genre_scores_gemma":[0.983041,0.001885855,0.0109839,0.000222066,0.00006663885,0.0002093738,0.002534402,0.00001440558,0.001042333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04790654,"threshold_uncertainty_score":0.09525537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04136397841026071,"score_gpt":0.3320754701609188,"score_spread":0.2907114917506581,"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."}}