{"id":"W7161457694","doi":"","title":"Canstaging+ and staging childhood cancer for population-based cancer registries","year":2023,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cancer; Guideline; Stage (stratigraphy); Comparability; Cancer staging; Childhood cancer; Population; TNM staging system","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":[0.02212149,0.0008058989,0.0006369153,0.004438847,0.0008417022,0.004149143,0.002466358,0.0009923861,0.06401869],"category_scores_gemma":[0.1002867,0.001163358,0.00145231,0.007006111,0.0007401793,0.003195501,0.004313553,0.001340346,0.01886053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002927504,"about_ca_system_score_gemma":0.01087545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03228924,"about_ca_topic_score_gemma":0.057675,"domain_scores_codex":[0.98014,0.009999949,0.004154434,0.001454718,0.003476974,0.0007738626],"domain_scores_gemma":[0.9327539,0.02814439,0.009895222,0.01317812,0.01238273,0.003645725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003376617,0.00006123812,0.04281361,0.002182801,0.00008478282,0.0002099908,0.001750948,0.002212937,0.0004758057,0.01219729,0.6733613,0.2643116],"study_design_scores_gemma":[0.0002861746,0.0001179308,0.0669856,0.004136113,0.0001330099,0.0006429512,0.001170049,0.003578398,0.001960719,0.007344799,0.9134783,0.000165941],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.04361,0.006985906,0.1526035,0.04668531,0.004263923,0.01488136,0.4292041,0.03384899,0.2679169],"genre_scores_gemma":[0.1627424,0.01043476,0.5290701,0.006521959,0.0017582,0.0207686,0.2297595,0.008294683,0.03064979],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06401869,"threshold_uncertainty_score":0.2141639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02599438081278418,"score_gpt":0.3282725970861818,"score_spread":0.3022782162733976,"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."}}