{"id":"W4405542028","doi":"10.4081/aiua.2024.12862","title":"Analysis of the top-down HoLEP learning curve: A single-center experience of two clinical fellows","year":2024,"lang":"en","type":"article","venue":"Archivio Italiano di Urologia e Andrologia","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thunder Bay Regional Research Institute; NOSM University; Thunder Bay Regional Health Sciences Centre","funders":"","keywords":"Medicine; Enucleation; Supervisor; Demographics; Surgery","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":[0.001711483,0.0004467116,0.0003602181,0.001435303,0.0006846113,0.0006137111,0.0005189446,0.000451928,0.001192341],"category_scores_gemma":[0.006560276,0.000271487,0.0005259542,0.0005436945,0.0005532427,0.0009013051,0.00159867,0.0004433695,0.0002878848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007877376,"about_ca_system_score_gemma":0.0007691207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002131015,"about_ca_topic_score_gemma":0.003346682,"domain_scores_codex":[0.998808,0.0002810007,0.0001138056,0.0002201051,0.000272409,0.0003046812],"domain_scores_gemma":[0.9953352,0.001072712,0.0009719759,0.0003546757,0.0008486262,0.001416797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003264679,0.0007562111,0.9781309,0.00002957804,0.00002855517,0.002673019,0.004521168,0.0001638818,0.001239606,0.00002350708,0.0001652934,0.01194175],"study_design_scores_gemma":[0.00004183474,0.005192349,0.9732281,0.00003127543,0.00003542821,0.008597107,0.009791419,0.0009147131,0.001380635,0.00005439518,0.0006801244,0.00005271518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999797,0.00001986424,0.00006426236,0.000006064939,0.000001385637,0.000009642956,0.00001161521,0.000001677296,0.00008832538],"genre_scores_gemma":[0.9995595,0.00004175845,0.0001935613,0.0000118161,0.000006819064,0.00001084169,0.00005544762,0.000002641202,0.0001175719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002131015,"threshold_uncertainty_score":0.009051323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04987295052686667,"score_gpt":0.3672554968878263,"score_spread":0.3173825463609596,"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."}}