{"id":"W4386939670","doi":"10.1007/978-3-031-20999-4_45","title":"Post-transplant Malignancies","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Polyomavirus and related diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Immunosuppression; Malignancy; Medicine; Etiology; Transplantation; Organ transplantation; Cancer; Incidence (geometry); Immunology; Intensive care medicine; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000299442,0.0002386768,0.0003465259,0.0001456548,0.00004036959,0.000009234203,0.0000600531,0.000385968,0.003199466],"category_scores_gemma":[0.000007895437,0.0001626967,0.0002774412,0.00001532475,0.00007280624,0.00001580246,0.00002292408,0.0002483708,0.005026302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002172464,"about_ca_system_score_gemma":0.0001571407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005296217,"about_ca_topic_score_gemma":0.00001838047,"domain_scores_codex":[0.9990913,0.000002026055,0.0002109862,0.0002402674,0.0002570894,0.0001983822],"domain_scores_gemma":[0.9993948,0.00003158211,0.00004594591,0.0002586353,0.00006722457,0.0002017931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006070165,0.0001216372,0.0002883414,0.00112656,0.002009007,0.01142064,0.000193831,0.000001240915,0.002968276,0.8751656,0.09851168,0.007586108],"study_design_scores_gemma":[0.001720732,0.0006315472,0.002912565,0.004873713,0.003254861,0.0006098271,0.00004350566,0.0000112317,0.0006998619,0.009805203,0.9743703,0.001066643],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001934225,0.00231578,0.00000394314,0.0007287668,0.000343562,0.0002301158,0.0004130594,0.0004240212,0.9953473],"genre_scores_gemma":[0.002247216,0.003349504,0.00002459485,0.001028996,0.0002048254,0.000004450373,0.0003838046,0.00008759091,0.992669],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8758586,"threshold_uncertainty_score":0.9977117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02076991942142075,"score_gpt":0.2419796172021888,"score_spread":0.221209697780768,"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."}}