{"id":"W4389555383","doi":"10.30683/1927-7229.2023.12.09","title":"Multiple Primary Malignant Tumours","year":2023,"lang":"en","type":"article","venue":"Journal of Analytical Oncology","topic":"Multiple and Secondary Primary Cancers","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malignancy; Medicine; Etiology; Incidence (geometry); Epidemiology; Intensive care medicine; Cancer; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000726392,0.0001210803,0.0007279787,0.0003725586,0.00004234452,0.000008993114,0.0001369084,0.0001472861,0.0005826893],"category_scores_gemma":[0.0004309274,0.00008821683,0.0003384994,0.0004020899,0.0001368429,0.0001010796,0.00005212218,0.0004869686,0.000171637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004837341,"about_ca_system_score_gemma":0.001143485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006611064,"about_ca_topic_score_gemma":0.000004985305,"domain_scores_codex":[0.9984024,0.00007558325,0.000678819,0.0001467555,0.0003630004,0.000333502],"domain_scores_gemma":[0.9985121,0.0004738129,0.0002548011,0.0001577618,0.0002223286,0.0003792355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008133139,0.0014741,0.2386008,0.0003863948,0.001397933,0.02761973,0.0007598343,0.0004858805,0.03057327,0.001396999,0.5649242,0.1242476],"study_design_scores_gemma":[0.008630177,0.005380089,0.4232274,0.0001195487,0.0006278239,0.003553566,0.0004737294,0.006641589,0.0007546472,0.0003298365,0.5500324,0.0002292111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455442,0.0002782439,0.0002240544,0.01668728,0.000800091,0.0001507904,0.000007352547,0.00004358105,0.03626444],"genre_scores_gemma":[0.987476,0.0005415109,0.001591356,0.005584334,0.0008866102,0.000002133027,0.00001689173,0.00002524438,0.003875937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1846266,"threshold_uncertainty_score":0.6380039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04204537465753948,"score_gpt":0.3405465523919292,"score_spread":0.2985011777343897,"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."}}