{"id":"W2025148927","doi":"10.1002/cncr.21773","title":"Classification schemes for tumors diagnosed in adolescents and young adults","year":2006,"lang":"en","type":"article","venue":"Cancer","topic":"Acute Lymphoblastic Leukemia research","field":"Medicine","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; McMaster University","funders":"","keywords":"Medicine; Cancer; Classification scheme; Agency (philosophy); Childhood cancer; International agency; Family medicine; Pediatrics; Internal medicine; Data science","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":[0.004584782,0.0007383216,0.0006112074,0.01061433,0.0009628077,0.001366731,0.001684636,0.0008672402,0.008735903],"category_scores_gemma":[0.01362539,0.0002357109,0.001409966,0.00559434,0.0007515118,0.001667304,0.002141672,0.001703821,0.00407531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001553047,"about_ca_system_score_gemma":0.003550666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005341594,"about_ca_topic_score_gemma":0.006215255,"domain_scores_codex":[0.9967932,0.0007553767,0.001119093,0.000302722,0.0006247458,0.000404754],"domain_scores_gemma":[0.9920772,0.00128458,0.002100933,0.0006984539,0.003206515,0.0006323107],"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":[0.001446826,0.0003317402,0.3544708,0.001834288,0.0002347978,0.001347813,0.005480086,0.002881044,0.002799855,0.05868813,0.1487545,0.4217301],"study_design_scores_gemma":[0.0003108169,0.0007848461,0.2983839,0.001846945,0.0002499795,0.007819254,0.004990316,0.007943018,0.002212356,0.03215757,0.6430791,0.0002218994],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.3621454,0.03048884,0.2232805,0.01567929,0.009617624,0.02498537,0.1238525,0.003207994,0.2067423],"genre_scores_gemma":[0.4080115,0.01271853,0.3836011,0.002419566,0.0009208381,0.01335337,0.1439309,0.0004176744,0.03462664],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01061433,"threshold_uncertainty_score":0.02922446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01842382801650635,"score_gpt":0.3085476360946698,"score_spread":0.2901238080781635,"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."}}