{"id":"W4408142471","doi":"10.2196/54625","title":"Predicting Overall Survival in Patients with Male Breast Cancer: Nomogram Development and External Validation Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Male Breast Health Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nomogram; Breast cancer; Oncology; Medicine; Overall survival; Internal medicine; Cancer","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":[0.0001395968,0.0001441009,0.0002681847,0.0001163651,0.00009108899,0.00001562308,0.00004171846,0.00003548581,0.0000918646],"category_scores_gemma":[0.000006742154,0.0001152976,0.00001155114,0.0001917861,0.00002754247,0.00007084025,0.00006690359,0.0001465185,0.000001145449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003940053,"about_ca_system_score_gemma":0.0003348145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002261524,"about_ca_topic_score_gemma":0.003115779,"domain_scores_codex":[0.9988545,0.00003399809,0.0002698134,0.0002913849,0.0003029581,0.0002473422],"domain_scores_gemma":[0.9995655,0.00002270063,0.00008718409,0.0001152554,0.0001380162,0.00007136664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008185065,0.0004075749,0.9600123,0.0002767132,0.0000666862,0.000006186734,0.001207137,0.00001518157,0.00000341753,0.000003919759,0.00006905225,0.03711332],"study_design_scores_gemma":[0.005267635,0.0001278632,0.9929569,0.0007859695,0.00003948883,0.000002429181,0.0002598174,0.00004043187,0.00001263833,0.000001352394,0.0004068328,0.00009859265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970683,0.000264403,0.00001207799,0.0004834984,0.0001992825,0.001496042,0.00002086212,0.00002949125,0.0004259843],"genre_scores_gemma":[0.9978938,0.00003441845,0.0001550541,0.0001765594,0.00008981919,0.0008704676,0.000006457945,0.0000124837,0.000760929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03701473,"threshold_uncertainty_score":0.4701701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266280983628047,"score_gpt":0.3155021643136467,"score_spread":0.3028393544773662,"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."}}