{"id":"W2103618686","doi":"10.1016/j.juro.2012.07.030","title":"Can We Predict the Outcome of 532 nm Laser Photoselective Vaporization of the Prostate? Time to Event Analysis","year":2012,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Prostate; Urology; Hyperplasia; Vaporization; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005060008,0.0003377828,0.0007916771,0.001120552,0.0002253358,0.001021217,0.0004878497,0.000655656,0.00158756],"category_scores_gemma":[0.01987184,0.0001400804,0.001676382,0.0009146124,0.000333052,0.0009194402,0.0004204093,0.0007611097,0.000286996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003226475,"about_ca_system_score_gemma":0.0003998484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009278817,"about_ca_topic_score_gemma":0.0008844715,"domain_scores_codex":[0.9982156,0.0006375161,0.0002694701,0.0003053828,0.0004108867,0.0001611049],"domain_scores_gemma":[0.9784993,0.01123566,0.007610072,0.0008561813,0.0009636523,0.0008351523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001766464,0.00009771092,0.983733,0.00004325785,0.0004231811,0.0000834443,0.0000322222,0.0009520241,0.0003622785,0.00007995853,0.0001758859,0.01225058],"study_design_scores_gemma":[0.00005600139,0.001458958,0.9849017,0.00002958331,0.0004002314,0.000484615,0.00009219141,0.01083031,0.0006379685,0.0003991355,0.0006792374,0.00003007403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992981,0.001538724,0.003298003,0.0002678344,0.0000591867,0.00005227818,0.0007886557,0.0000319864,0.0009823762],"genre_scores_gemma":[0.998342,0.0002167327,0.0004582367,0.00004459703,0.00006747096,0.00002459277,0.0007237926,0.000006729242,0.000115846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005060008,"threshold_uncertainty_score":0.02676016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169709464165614,"score_gpt":0.3061890623621415,"score_spread":0.2892181159455801,"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."}}