{"id":"W2057839116","doi":"10.1016/j.eursup.2009.06.002","title":"Prostate Cancer: New Insights into Minimal and Localised Disease: Active Surveillance","year":2009,"lang":"en","type":"article","venue":"European Urology Supplements","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Prostate cancer; Cancer; Disease; Oncology; 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":[0.00008072187,0.0002404632,0.0002922709,0.00008001913,0.0001026279,0.00002109625,0.00008656387,0.00002733886,0.0002489076],"category_scores_gemma":[0.00002924543,0.0001991528,0.0000509117,0.0001130056,0.00009467763,0.00008472752,0.00006793023,0.0001315522,0.00004783111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009538938,"about_ca_system_score_gemma":0.000143426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009010376,"about_ca_topic_score_gemma":0.00005443734,"domain_scores_codex":[0.9985387,0.000153319,0.0002611567,0.0005146082,0.0001727664,0.0003594078],"domain_scores_gemma":[0.9990689,0.0000332133,0.00009855087,0.0002729514,0.00005628363,0.0004701717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004606717,0.0006810027,0.738758,0.00006041083,0.0004285799,0.00182541,0.003441478,0.00001882435,0.0009961352,0.0001627815,0.05879803,0.1902226],"study_design_scores_gemma":[0.00503326,0.00138342,0.7834368,0.00002718456,0.0001135691,0.000007640962,0.00003235315,0.00003262827,0.0005169541,0.0002295642,0.2090212,0.0001653675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698629,0.008478672,0.00002428896,0.01890006,0.0001834939,0.0008865427,0.0001162831,0.00008116598,0.001466546],"genre_scores_gemma":[0.9899926,0.003541217,0.0001600344,0.005211008,0.000196716,0.00002929389,0.0003373592,0.00003056246,0.0005011933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1900572,"threshold_uncertainty_score":0.8121214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064539439935185,"score_gpt":0.2729520456001351,"score_spread":0.2623066512007832,"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."}}