{"id":"W3084406411","doi":"10.1002/cncr.33041","title":"A system for classifying cancers diagnosed in adolescents and young adults","year":2020,"lang":"en","type":"article","venue":"Cancer","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"World Health Organization","keywords":"Medicine; Cancer; Young adult; Pediatrics; Gerontology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001339315,0.0001628717,0.0004168922,0.0000513002,0.00004666337,0.00001779775,0.00007655521,0.00008522048,0.00001208994],"category_scores_gemma":[0.0001524147,0.0001628109,0.00006742761,0.0001949344,0.00004606765,0.00007352183,0.00003392013,0.0001781506,0.000003880756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005620497,"about_ca_system_score_gemma":0.0002988834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003429201,"about_ca_topic_score_gemma":0.004431841,"domain_scores_codex":[0.9987112,0.00003540935,0.0003227883,0.0004129406,0.0002197863,0.0002978964],"domain_scores_gemma":[0.9993691,0.00004003748,0.000101537,0.0001503367,0.00006526375,0.0002736826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002456966,0.00005423445,0.9480658,0.01276091,0.00009968618,0.00007295889,0.0151174,0.00004057679,0.000710123,0.000071734,0.004583589,0.01596602],"study_design_scores_gemma":[0.03388968,0.0007158924,0.8923205,0.02884302,0.0002782558,0.00002772295,0.01785584,0.009794494,0.002179818,0.0000124566,0.01317236,0.0009100183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986995,0.005304944,0.000213154,0.00510569,0.0007116521,0.001259942,0.00006986065,0.0001150646,0.000224708],"genre_scores_gemma":[0.9945825,0.0002577696,0.0001251723,0.003882224,0.0007289238,0.0003505968,0.000007654913,0.00003797615,0.00002714565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05574536,"threshold_uncertainty_score":0.6639234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04150295459821741,"score_gpt":0.3169065638080271,"score_spread":0.2754036092098097,"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."}}