{"id":"W2080849036","doi":"10.1016/j.eururo.2015.01.007","title":"Active Surveillance for Prostate Cancer: Debate over the Application, Not the Concept","year":2015,"lang":"en","type":"letter","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Gynecology; 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":[0.0004213987,0.0003505146,0.0004634649,0.0000360133,0.0001789261,0.00003141152,0.0003723623,0.0001519137,0.00005843223],"category_scores_gemma":[0.00008873027,0.000179798,0.00015757,0.0001059562,0.0003914474,0.00002214627,0.0001046548,0.0008568108,0.0001073132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001875331,"about_ca_system_score_gemma":0.0002689762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001678109,"about_ca_topic_score_gemma":0.00005264892,"domain_scores_codex":[0.9978853,0.0004722882,0.0003187879,0.0006031272,0.0002383088,0.0004822272],"domain_scores_gemma":[0.9978449,0.0005782435,0.0003668463,0.000843766,0.0002982659,0.00006801225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000316163,0.00002858275,0.0008352845,0.00003021025,0.0003532551,0.00009869408,0.0006343177,0.00002129359,0.00001060358,0.00005977347,0.9806423,0.01696954],"study_design_scores_gemma":[0.001707474,0.0005363889,0.01303485,0.00001448324,0.0002689812,0.00004168155,0.00001668144,0.00003619619,0.00007326157,0.00008309456,0.9840073,0.0001796358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001839262,0.005529144,0.00009357195,0.9827555,0.0006888582,0.003767488,0.001541828,0.00008569231,0.003698599],"genre_scores_gemma":[0.07501172,0.001139925,0.00001673703,0.9111793,0.005127081,0.002016203,0.001266679,0.0001612795,0.004081091],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07317246,"threshold_uncertainty_score":0.7331949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244245121935164,"score_gpt":0.2857155387002586,"score_spread":0.2632730874809069,"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."}}