{"id":"W4283724459","doi":"10.4081/aiua.2022.2.180","title":"Comparative analysis of MOSES&lt;sup&gt;TM&lt;/sup&gt; technology versus novel thulium fiber laser (TFL) for transurethral enucleation of the prostate: A single-institutional study","year":2022,"lang":"en","type":"article","venue":"Archivio Italiano di Urologia e Andrologia","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Medicine; Enucleation; Urology; Prostate; Urinary incontinence; Retrospective cohort study; Hyperplasia; Surgery; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008041376,0.0003536122,0.00100993,0.0007767431,0.0005725969,0.00002182509,0.0005650845,0.0001612125,0.0003088916],"category_scores_gemma":[0.000206099,0.0002649048,0.0004896654,0.002157467,0.001233263,0.0001241894,0.0003973873,0.0006376631,0.000006011607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011072,"about_ca_system_score_gemma":0.0003778988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004288251,"about_ca_topic_score_gemma":0.00009812767,"domain_scores_codex":[0.9966904,0.0003938891,0.0007518243,0.0007050746,0.0008123035,0.0006465133],"domain_scores_gemma":[0.9979798,0.000594173,0.0003121835,0.0007077735,0.0002997995,0.0001062665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0776597,0.02418877,0.6452366,0.0004799014,0.01918271,0.0002734514,0.02264596,0.1050162,0.0936527,0.004030671,0.00236232,0.00527101],"study_design_scores_gemma":[0.03248963,0.07581437,0.8160077,0.0000529843,0.009369073,0.000218375,0.004604571,0.03151433,0.0155114,0.001137107,0.01214865,0.001131794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921806,0.0002030065,0.0002705623,0.001371151,0.0001280644,0.00271649,0.001598608,0.00007677412,0.001454698],"genre_scores_gemma":[0.9978257,0.00001152768,0.0004900056,0.00009349388,0.00003309331,0.0005361197,0.0004953422,0.00002476201,0.000489938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1707711,"threshold_uncertainty_score":0.9999803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04508008844389581,"score_gpt":0.3083573239872709,"score_spread":0.2632772355433751,"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."}}