{"id":"W4306662147","doi":"10.1200/go.22.00156","title":"How Can Genomic Innovations in Pediatric Brain Tumors Transform Outcomes in Low- and Middle-Income Countries?","year":2022,"lang":"en","type":"review","venue":"JCO Global Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Brain Tumour Charity; CHILDREN with CANCER UK; Cancer Research UK","keywords":"Low and middle income countries; Developing country; Medicine; Business; Economics; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001238397,0.000563833,0.001085334,0.0008926658,0.0001973193,0.001103778,0.0007116203,0.001605746,0.00682742],"category_scores_gemma":[0.003387498,0.0001194299,0.000666492,0.001211676,0.0004475445,0.001277452,0.000725568,0.002230573,0.001517011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000832947,"about_ca_system_score_gemma":0.002496594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002408127,"about_ca_topic_score_gemma":0.004468123,"domain_scores_codex":[0.9997486,0.00007266239,0.00002293735,0.00004536255,0.00006547363,0.00004495939],"domain_scores_gemma":[0.9990325,0.000638068,0.00007824463,0.00001582008,0.0001675248,0.00006785082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007291802,0.00003442909,0.0004108641,0.00876714,0.0001396665,0.0001579396,0.00004750766,0.0003472678,0.0002594427,0.007781216,0.08156669,0.9004149],"study_design_scores_gemma":[0.00005306775,0.00008454806,0.002052776,0.01476902,0.0002240383,0.0005269462,0.0001531981,0.00008778119,0.000198001,0.007771915,0.9740505,0.00002817894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009893008,0.994131,0.0001360115,0.003411304,0.001004063,0.000004261226,0.00006035812,0.00000884412,0.001145175],"genre_scores_gemma":[0.0007926827,0.9965984,0.0001188058,0.001404695,0.0006731219,0.000007952529,0.0000412753,0.000001729747,0.0003613271],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00682742,"threshold_uncertainty_score":0.02283996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196168647917692,"score_gpt":0.3060255357793619,"score_spread":0.2864086709875927,"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."}}