{"id":"W4407171543","doi":"10.20944/preprints202502.0339.v1","title":"Merkel Cell Carcinoma: Local Recurrence Rate Versus Radiation Dose Study from a 949-Patient Database","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Polyomavirus and related diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Saskatchewan Cancer Agency","keywords":"Merkel cell carcinoma; Medicine; Radiation therapy; Carcinoma; Oncology; Radiation dose; Internal medicine; Database; Nuclear medicine; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004127366,0.0006212224,0.0008232509,0.0002994826,0.0001546501,0.00002737625,0.0005183798,0.000447319,0.0007928827],"category_scores_gemma":[0.0004490587,0.0005851697,0.0003418814,0.0002906469,0.0001418148,0.0001067757,0.00234765,0.001551596,0.0009844936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004736867,"about_ca_system_score_gemma":0.001197669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006037832,"about_ca_topic_score_gemma":0.00005564283,"domain_scores_codex":[0.9958464,0.0004434293,0.0008576708,0.001745865,0.0006138801,0.0004927759],"domain_scores_gemma":[0.9961217,0.0002577695,0.0004561809,0.002454428,0.0002087373,0.0005011578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009909348,0.00853182,0.9516875,0.0009351096,0.001363638,0.0009805199,0.004983751,0.001463775,0.002475857,0.00002688393,0.0009427599,0.01669906],"study_design_scores_gemma":[0.01346086,0.0004621453,0.9419849,0.0009686828,0.003747475,0.000003073646,0.001584633,0.002851916,0.03021369,0.0001181851,0.003604425,0.001000052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820234,0.004720948,0.0001189591,0.0001529815,0.003152945,0.002557349,0.001143333,0.0002027632,0.005927332],"genre_scores_gemma":[0.9962123,0.0006895507,0.00007561551,0.0001404225,0.0002469348,0.0003614161,0.001458555,0.00004360014,0.0007715732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02773783,"threshold_uncertainty_score":0.9997934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1014633237954129,"score_gpt":0.3594353397732591,"score_spread":0.2579720159778463,"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."}}