{"id":"W2489567480","doi":"10.1007/s00345-016-1897-0","title":"Analysis of active surveillance uptake for low-risk localized prostate cancer in Canada: a Canadian multi-institutional study","year":2016,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre de Santé et de Services Sociaux de Chicoutimi; Centre Integre de Sante et de Services Sociaux de Laval; Centre Hospitalier de l’Université de Montréal; University Health Network","funders":"Terry Fox Research Institute","keywords":"Medicine; Prostate cancer; Nephrology; Internal medicine; Biopsy; Prostate; Cancer; Multivariate analysis; Urology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002004609,0.001106043,0.00150808,0.003607164,0.005664145,0.003344189,0.005098357,0.001998739,0.002773329],"category_scores_gemma":[0.008309363,0.001179819,0.002746894,0.01512046,0.001725583,0.00114388,0.002341931,0.002392079,0.0002897092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08002043,"about_ca_system_score_gemma":0.09132582,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.998152,"about_ca_topic_score_gemma":0.9986091,"domain_scores_codex":[0.9960979,0.0003862449,0.0003173139,0.0005707692,0.001312899,0.00131478],"domain_scores_gemma":[0.98808,0.0007392563,0.00197398,0.0004139929,0.006213224,0.002579626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001691283,0.0000714313,0.994918,0.00007295723,0.0002806101,0.00008230212,0.0007601799,0.0001394375,0.00008595544,0.0001617118,0.00104437,0.0022139],"study_design_scores_gemma":[0.00002962344,0.0000434826,0.9966253,0.00007038665,0.0002210734,0.00007732128,0.001704319,0.0004217639,0.00004341845,0.00002947699,0.0006988756,0.00003503896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877579,0.002445134,0.0001904634,0.0008760472,0.00003510383,0.0001223308,0.00634812,0.00002143022,0.00220358],"genre_scores_gemma":[0.9953349,0.001070762,0.000279474,0.0003193639,0.00001534162,0.00003744035,0.002258899,0.00001656731,0.0006672529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08002043,"threshold_uncertainty_score":0.5805916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510161188117119,"score_gpt":0.2819487994585347,"score_spread":0.2668471875773635,"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."}}