{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003485458,0.0002095607,0.0003388462,0.0006456138,0.0001156633,0.00002685965,0.0001490199,0.0001505564,0.0006047106],"category_scores_gemma":[0.0005017957,0.0001858803,0.0001066757,0.001485397,0.00002407262,0.0002131769,0.0001180858,0.0002515266,0.0002403583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00116724,"about_ca_system_score_gemma":0.00110592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000771147,"about_ca_topic_score_gemma":0.0005988709,"domain_scores_codex":[0.997851,0.00002642194,0.0004366261,0.0003164845,0.0006252729,0.0007442138],"domain_scores_gemma":[0.9986972,0.0005505065,0.0001371871,0.000273482,0.0001425826,0.0001990265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001628306,0.0009703707,0.7655967,0.004612452,0.0004904013,0.000145877,0.01284831,0.004119564,0.000966026,0.0001598605,0.1739058,0.03455628],"study_design_scores_gemma":[0.04113419,0.001902996,0.7879412,0.0009845629,0.001783263,0.00001721501,0.000874487,0.005491267,0.03110156,0.0001236057,0.1272339,0.001411815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927551,0.001582686,0.00004290196,0.001924364,0.0004510373,0.00147246,0.0005664558,0.0001758252,0.001029163],"genre_scores_gemma":[0.9766897,0.01267168,0.0001452311,0.0007221164,0.001697773,0.005271034,0.0001044387,0.00005953384,0.00263848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04667189,"threshold_uncertainty_score":0.7579979,"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."}}