{"id":"W2072509431","doi":"10.1002/pbc.24476","title":"Essential medicines for pediatric oncology in developing countries","year":2013,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster Children's Hospital","funders":"","keywords":"Medicine; Blood cancer; Low and middle income countries; Developing country; Pediatric oncology; Intensive care medicine; Cancer; Disease; Pediatric cancer; Burden of disease; Healthcare system; Health care; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003919649,0.0002712949,0.0006198695,0.0005791401,0.00009912437,0.00002584075,0.000230696,0.0002826725,0.001010374],"category_scores_gemma":[0.0004850318,0.0002259171,0.0001014271,0.0009623315,0.00009863252,0.0001798969,0.0001134141,0.0003025893,0.0001332937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007739202,"about_ca_system_score_gemma":0.005127299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00131903,"about_ca_topic_score_gemma":0.0002323862,"domain_scores_codex":[0.9973385,0.00005147508,0.0006646963,0.0005140848,0.0005810907,0.0008501241],"domain_scores_gemma":[0.9979326,0.0007916287,0.000192233,0.000260788,0.0005637624,0.000259064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004928756,0.0004161433,0.8065403,0.003119379,0.0001835876,0.0001204443,0.0009333841,0.00002362755,0.0002278034,0.0004509174,0.1854101,0.002081509],"study_design_scores_gemma":[0.08874157,0.00372239,0.5825008,0.0004170287,0.008334825,0.0005021374,0.000890131,0.003810633,0.003683978,0.001740502,0.3029507,0.002705412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720394,0.007581641,0.0009087665,0.01502855,0.001194118,0.002090213,0.0000308838,0.0001077735,0.001018676],"genre_scores_gemma":[0.8982181,0.05661793,0.007639061,0.005853395,0.02388749,0.004709579,0.00008198643,0.0001777049,0.002814778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2240395,"threshold_uncertainty_score":0.9999028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620680383667759,"score_gpt":0.3291797117472268,"score_spread":0.3129729079105492,"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."}}