{"id":"W4410119734","doi":"10.1158/1078-0432.ccr-25-0423","title":"Pediatric Cancer Predisposition and Surveillance Update: Summary Perspective and Future Directions","year":2025,"lang":"en","type":"review","venue":"Clinical Cancer Research","topic":"Neuroblastoma Research and Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"National Cancer Institute; St. Baldrick's Foundation","keywords":"Perspective (graphical); Cancer; Medicine; Environmental health; Intensive care medicine; Computer science; Internal medicine; Artificial intelligence","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":[0.00310531,0.0007413384,0.001724079,0.00361474,0.0003095831,0.00167922,0.001003111,0.001935942,0.005468922],"category_scores_gemma":[0.00717538,0.0004112051,0.001426198,0.003560311,0.0004338107,0.00291531,0.0009372097,0.003474332,0.001612417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001692589,"about_ca_system_score_gemma":0.004653619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003244165,"about_ca_topic_score_gemma":0.007151123,"domain_scores_codex":[0.9992564,0.0002097794,0.0001736254,0.00008777042,0.0002025777,0.00006969523],"domain_scores_gemma":[0.9947989,0.002701738,0.0006693744,0.0000765426,0.001504168,0.0002493139],"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":[0.000162055,0.00005267824,0.00042761,0.05556042,0.0002937385,0.0002140151,0.000171431,0.0003536816,0.0004357471,0.006470308,0.1667101,0.7691483],"study_design_scores_gemma":[0.00002360661,0.0000705061,0.0007539977,0.03108788,0.0004258678,0.0006366939,0.0001084104,0.00006527145,0.00007936216,0.001757884,0.9649708,0.00001978346],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000487229,0.9957689,0.00005795077,0.002628709,0.0009965241,0.000005336921,0.00004071556,0.000006785824,0.0004463328],"genre_scores_gemma":[0.0003322163,0.9968868,0.0001785879,0.001503855,0.0007788292,0.000009238709,0.00006984889,0.000001994725,0.0002386713],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005468922,"threshold_uncertainty_score":0.01829541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1265205553772792,"score_gpt":0.5565805325251523,"score_spread":0.4300599771478731,"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."}}