{"id":"W4382934529","doi":"10.20944/preprints202307.0009.v1","title":"Results of ATOMS (Adjustable Trans-Obturator Male System) in Patients with Prostate Cancer treated with Prostatectomy and Radiotherapy: A Multicenter Study","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Exact test; Radiation therapy; Surgery; Prostate; Urinary incontinence; Univariate analysis; Urology; Cancer; Multivariate analysis; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001496229,0.0004351921,0.00073615,0.0007041083,0.0004369994,0.0006329342,0.0004023765,0.0004869423,0.00115954],"category_scores_gemma":[0.002104215,0.0002765397,0.001217928,0.001118688,0.0003267845,0.0004926818,0.0006016648,0.0003806333,0.0002079225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003234026,"about_ca_system_score_gemma":0.0004461588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008538757,"about_ca_topic_score_gemma":0.001022672,"domain_scores_codex":[0.998678,0.0005683174,0.0001568504,0.0002606028,0.0002190404,0.0001171378],"domain_scores_gemma":[0.9977863,0.0002795354,0.001097847,0.000166071,0.0002258169,0.0004444154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001968254,0.0003750433,0.9937926,0.00005731321,0.0003661205,0.0001018396,0.0001595887,0.0000349766,0.000358518,0.000009260111,0.00007839384,0.002698016],"study_design_scores_gemma":[0.0002083747,0.004056687,0.9938564,0.00001771955,0.0003665198,0.0005365183,0.0002750347,0.0001124876,0.0001628793,0.00001007702,0.0003843289,0.00001303034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993169,0.0003678739,0.00003659016,0.0000129539,0.000004470625,0.0000197007,0.0001191609,0.000001539019,0.0001208372],"genre_scores_gemma":[0.9993057,0.0001461956,0.00008066333,0.00003416976,0.00002415236,0.00002260013,0.0003203782,0.00000197429,0.00006409897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001496229,"threshold_uncertainty_score":0.007912874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04525372146534049,"score_gpt":0.3110998366548521,"score_spread":0.2658461151895116,"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."}}