{"id":"W4386910174","doi":"10.1002/pbc.30664","title":"The feasibility of implementing Toronto childhood cancer stage guidelines and estimating the impact on outcome for childhood cancers in seven pediatric oncology units in sub‐Saharan Africa. A study from the Franco‐African Pediatric Oncology Group","year":2023,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut Gustave-Roussy; World Health Organization; Sanofi","keywords":"Medicine; Stage (stratigraphy); Cancer; Pediatric oncology; Childhood cancer; Confidence interval; Pediatrics; Internal medicine; Oncology","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":[0.003619977,0.0003313427,0.0002099139,0.0008066561,0.0006652527,0.0007041204,0.0005466513,0.0002865788,0.0005215048],"category_scores_gemma":[0.01067555,0.0002261646,0.0003664879,0.00173031,0.0004513519,0.000454996,0.0009232531,0.0003099854,0.00009334814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00423897,"about_ca_system_score_gemma":0.005106684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2484244,"about_ca_topic_score_gemma":0.2959729,"domain_scores_codex":[0.997701,0.001008507,0.0002412442,0.0002115362,0.0004081741,0.0004295912],"domain_scores_gemma":[0.991851,0.00174618,0.003764552,0.0004087738,0.001261962,0.0009674375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004502428,0.00001395806,0.9981619,0.000008386039,0.000007742745,0.0000239388,0.0002554368,0.00009923992,0.0000260249,0.000006998644,0.00008467855,0.001266696],"study_design_scores_gemma":[0.000009925055,0.0001407326,0.9980027,0.00001159995,0.00001584306,0.00005533397,0.001099113,0.0003295361,0.00007445268,0.000006073433,0.0002511796,0.000003614455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992299,0.00005523831,0.00005166183,0.00003520797,0.000001493095,0.00004534965,0.0004212786,0.000001884702,0.0001579304],"genre_scores_gemma":[0.9989671,0.00006944127,0.0002741645,0.00001550621,0.000002340735,0.00006501963,0.0005580276,0.000001413419,0.0000470582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2484244,"threshold_uncertainty_score":0.4939569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0789654853761498,"score_gpt":0.4199158811179275,"score_spread":0.3409503957417778,"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."}}