{"id":"W2078723203","doi":"10.1016/j.urology.2014.04.007","title":"Perineural Invasion in Prostate Cancer Patients Who Are Potential Candidates for Active Surveillance: Validation Study","year":2014,"lang":"en","type":"article","venue":"Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services; University of Calgary; McGill University","funders":"","keywords":"Medicine; Prostatectomy; Perineural invasion; Prostate cancer; Biopsy; Cancer; Urology; Cohort; Watchful waiting; Internal medicine; Oncology; Radiology","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":[0.0009558653,0.000568571,0.0003925483,0.0006590507,0.0007409228,0.0009841261,0.0007244252,0.0007827533,0.001466759],"category_scores_gemma":[0.004263313,0.0004536536,0.0007108187,0.0005987207,0.0006182507,0.000933476,0.0007801504,0.0008464657,0.0004213686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002913848,"about_ca_system_score_gemma":0.0005595016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652265,"about_ca_topic_score_gemma":0.002349384,"domain_scores_codex":[0.9994901,0.0001792051,0.00004764656,0.0001043003,0.00007977768,0.00009883723],"domain_scores_gemma":[0.997738,0.0005592365,0.0008037504,0.0002515015,0.0002996768,0.0003477867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003329422,0.0001282393,0.9979899,0.00001158196,0.00002885127,0.00007117715,0.0001408397,0.00003017126,0.0002211933,0.00001291516,0.00005721149,0.0009750242],"study_design_scores_gemma":[0.00003153985,0.0006541897,0.9976064,0.0000112473,0.00006907014,0.0005156661,0.0003533037,0.0001803373,0.0001510587,0.00002618708,0.0003943303,0.000006626855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993032,0.0000931181,0.00006565732,0.00001342672,0.000004676754,0.00002578797,0.0001583026,0.000001577471,0.0003343263],"genre_scores_gemma":[0.9989724,0.00007269216,0.0001163895,0.00003274141,0.000009804836,0.00003146182,0.0005519169,0.000002342116,0.0002102804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001652265,"threshold_uncertainty_score":0.00505513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01163306860375396,"score_gpt":0.2819625485056343,"score_spread":0.2703294799018803,"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."}}