{"id":"W4403658738","doi":"10.1007/978-3-031-62017-1_28","title":"Pediatric Neuro-Oncology in Countries with Limited Resources","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Pediatric oncology; Oncology; Medicine; Internal medicine; Cancer","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":[0.0002259627,0.0003751568,0.0001772173,0.0004042464,0.0007173137,0.001576734,0.0003100288,0.0007056709,0.04083895],"category_scores_gemma":[0.0004100452,0.0001173988,0.0001174125,0.0008307627,0.000382732,0.00122221,0.0009396161,0.001206622,0.01005887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001328492,"about_ca_system_score_gemma":0.002766329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004282897,"about_ca_topic_score_gemma":0.02202653,"domain_scores_codex":[0.9999257,0.00002063321,0.000002724739,0.000007114142,0.00002623085,0.00001759847],"domain_scores_gemma":[0.9998794,0.00004135976,0.00001010674,0.000004620075,0.00002506795,0.00003952376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005513776,0.00001663377,0.0002269224,0.0001475433,0.000001413327,0.0003257061,0.0002812879,0.0003253755,0.00015115,0.0497499,0.7984614,0.1503072],"study_design_scores_gemma":[5.482271e-7,0.000002593956,0.0001627638,0.00009597866,7.865305e-7,0.000297853,0.00009577522,0.0000247372,0.00003987931,0.002830744,0.9964474,9.400395e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001471468,0.05035847,0.001935469,0.01398373,0.004338195,0.00003757291,0.0002043738,0.0001774968,0.9274932],"genre_scores_gemma":[0.01158725,0.05898115,0.005855745,0.005880416,0.00134042,0.00005880332,0.0002577052,0.0001269355,0.9159115],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04083895,"threshold_uncertainty_score":0.1366199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496382417233623,"score_gpt":0.2487628117358938,"score_spread":0.2337989875635576,"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."}}