{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003136434,0.0005693096,0.0009941392,0.001589872,0.001035988,0.001319135,0.0004780937,0.0008419886,0.007855369],"category_scores_gemma":[0.001377049,0.0002170104,0.0006621728,0.001517071,0.0009736704,0.0007142699,0.001351583,0.0009154345,0.003011066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007869176,"about_ca_system_score_gemma":0.0008584641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001979793,"about_ca_topic_score_gemma":0.002653225,"domain_scores_codex":[0.9993709,0.00005356658,0.00005358697,0.0001277942,0.0002222951,0.0001719201],"domain_scores_gemma":[0.9992915,0.00008892646,0.0002253835,0.00008077719,0.0001212974,0.000192039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008671982,0.000254992,0.258365,0.004329417,0.000489045,0.2135523,0.001300928,0.0007669867,0.0344593,0.01711033,0.05165175,0.4168527],"study_design_scores_gemma":[0.00003740872,0.0001914558,0.07556581,0.0008579317,0.000217064,0.7449936,0.000544487,0.0004737854,0.006777019,0.004678546,0.165603,0.00005985717],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.452722,0.3177584,0.02404258,0.004222268,0.002558359,0.0006643379,0.004338378,0.001328434,0.1923652],"genre_scores_gemma":[0.9251878,0.04290005,0.006856641,0.001787811,0.001024001,0.0001053079,0.00176942,0.0001294462,0.02023948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007855369,"threshold_uncertainty_score":0.02627879,"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."}}