{"id":"W2045221860","doi":"10.1016/j.ijrobp.2009.09.065","title":"Comparative Study of Inguinal Hernia Repair Rates After Radical Prostatectomy or External Beam Radiotherapy","year":2010,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Hernia repair and management","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Urology; Proportional hazards model; Surgery; Radiation therapy; External beam radiotherapy; Population; Internal medicine; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.0008200118,0.0002540711,0.0007963149,0.0002434259,0.00005460275,0.00002439791,0.0003568221,0.0002004354,0.0004141842],"category_scores_gemma":[0.0002227953,0.0001876407,0.0002932412,0.0001768738,0.0002861687,0.000223569,0.00007159852,0.0008172094,0.00001507573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002927521,"about_ca_system_score_gemma":0.0005823506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003420524,"about_ca_topic_score_gemma":0.0000312888,"domain_scores_codex":[0.9976186,0.0002627729,0.001087881,0.0002903765,0.0004954008,0.0002449817],"domain_scores_gemma":[0.9973173,0.000310651,0.001062451,0.0002301907,0.0008976386,0.0001817933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01263773,0.00607794,0.9075695,0.00003650715,0.002989058,0.0005676142,0.006203588,0.0002312308,0.03207049,0.001049652,0.001595287,0.02897145],"study_design_scores_gemma":[0.06147074,0.03207861,0.7338409,0.000315268,0.0009852027,0.001777261,0.002292638,0.007650905,0.01688824,0.002986158,0.138885,0.0008290149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932399,0.0002502563,0.003015959,0.0005333429,0.001862382,0.0007025503,0.00002158738,0.00005839644,0.00031561],"genre_scores_gemma":[0.9894648,0.0001474781,0.007337878,0.0006042985,0.002219513,0.00004508495,0.00001553267,0.00002923943,0.0001362419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1737285,"threshold_uncertainty_score":0.7651767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02259068636831421,"score_gpt":0.3742717265287192,"score_spread":0.3516810401604049,"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."}}