{"id":"W4383872670","doi":"10.1002/pbc.30555","title":"Enhancing information on stage at diagnosis for childhood cancer in Africa","year":2023,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bloomberg Philanthropies; World Health Organization","keywords":"Medicine; Cancer registry; Stage (stratigraphy); Cancer; Population; Cancer staging; Wilms' tumor; Pediatrics; Retinoblastoma; Family medicine; Internal medicine; Environmental health","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":[0.005412352,0.0002211189,0.0001808554,0.002341286,0.0003694637,0.0004964891,0.0005025285,0.0002959018,0.002263431],"category_scores_gemma":[0.02551387,0.0001627698,0.000192178,0.001744029,0.0002202474,0.0005189013,0.001085518,0.0003686975,0.0003512688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001365664,"about_ca_system_score_gemma":0.001918728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04148965,"about_ca_topic_score_gemma":0.05645284,"domain_scores_codex":[0.9976397,0.001317134,0.0002904527,0.0001927186,0.0002939861,0.0002660724],"domain_scores_gemma":[0.9846684,0.006973141,0.003990701,0.001021028,0.002673864,0.0006727767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001279703,0.00002601259,0.9192272,0.0002277562,0.00001387627,0.000143515,0.001854486,0.0004999312,0.0006955527,0.0001369865,0.003858708,0.07318798],"study_design_scores_gemma":[0.00001409622,0.0001196361,0.987294,0.000282952,0.00002937966,0.000338583,0.001476102,0.001103344,0.001312282,0.0001405552,0.007874873,0.00001418395],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749016,0.002143439,0.003276026,0.002064037,0.00007096354,0.0005522592,0.006745836,0.0001316468,0.01011419],"genre_scores_gemma":[0.9854944,0.001435729,0.009447424,0.0001831868,0.00004728065,0.000168094,0.002356381,0.00001273637,0.0008547367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04148965,"threshold_uncertainty_score":0.08249635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0192989411357381,"score_gpt":0.3019262031058794,"score_spread":0.2826272619701413,"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."}}