{"id":"W2948674050","doi":"10.1089/vid.2019.0022","title":"Holmium Laser Vaporesection of the Prostate: A Step-by-Step Approach","year":2019,"lang":"en","type":"article","venue":"Videourology","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Prostate; Medicine; Surgery; International Prostate Symptom Score; Prostatic urethra; Neck of urinary bladder; Urology; Lower urinary tract symptoms; Urinary bladder; Cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003583572,0.0001184699,0.0002604033,0.00009302323,0.00004879184,0.000007239928,0.0001546604,0.0001517791,0.0003506054],"category_scores_gemma":[0.00005472804,0.00007501066,0.00009573679,0.0002810465,0.0001442035,0.00005110199,0.0001231859,0.0004308341,0.0001114023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002498778,"about_ca_system_score_gemma":0.0001242433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001631923,"about_ca_topic_score_gemma":0.00000681346,"domain_scores_codex":[0.9986507,0.0001987251,0.0002209275,0.0002824536,0.000302268,0.0003449654],"domain_scores_gemma":[0.9991575,0.00008423441,0.0000790492,0.0004828322,0.0001121217,0.00008425944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005991,0.001363439,0.6830023,0.0009893462,0.0003752587,0.00005612464,0.0006591125,0.00008616238,0.0761207,0.0004415491,0.2250646,0.005850414],"study_design_scores_gemma":[0.01255671,0.0121288,0.2916067,0.00007378346,0.0002653453,0.001663341,0.0006165111,0.006597612,0.05485878,0.0003697036,0.6187201,0.0005426677],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737734,0.000313286,0.0002714315,0.00321941,0.0002562974,0.001184669,0.00002651206,0.00003488335,0.02092012],"genre_scores_gemma":[0.9884039,0.00004453268,0.0002355751,0.0005395367,0.00007069543,0.00004061651,0.00003440033,0.00002374096,0.01060705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3936554,"threshold_uncertainty_score":0.3838883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009322893085443,"score_gpt":0.2598797287693724,"score_spread":0.2497864998385179,"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."}}