{"id":"W1980710500","doi":"10.1002/cncr.23373","title":"Active surveillance for early‐stage prostate cancer","year":2008,"lang":"en","type":"review","venue":"Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":273,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"National Cancer Institute","keywords":"Medicine; Prostate cancer; Watchful waiting; Stage (stratigraphy); Psychosocial; Oncology; Natural history; Cancer; Prostate-specific antigen; Active monitoring; Overdiagnosis; Prostate cancer screening; Internal medicine; Gynecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006031523,0.000674634,0.002456531,0.0001319572,0.0001356846,0.00002712353,0.0001522705,0.0002914593,0.0003416867],"category_scores_gemma":[0.00003214364,0.0004947401,0.0008067033,0.0003168422,0.0001235292,0.00007979849,0.00005108744,0.0003484749,0.00004272992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001821918,"about_ca_system_score_gemma":0.002157148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006950108,"about_ca_topic_score_gemma":0.000188774,"domain_scores_codex":[0.9976261,0.00004910545,0.0005446159,0.0008610169,0.0002770522,0.0006421286],"domain_scores_gemma":[0.9982573,0.0001742756,0.0004870605,0.0005339767,0.0002727139,0.0002746133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001449098,0.0001074947,0.001087154,0.01441884,0.001136868,0.00007371953,0.0001799368,0.000001860449,2.452877e-7,0.00001447636,0.01494178,0.9678927],"study_design_scores_gemma":[0.001562994,0.0002579424,0.0008216576,0.01394139,0.0008372202,0.000020397,0.000007486644,0.000001637088,0.00003433646,0.000005197758,0.9820323,0.0004774231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001463769,0.9853533,0.000004543517,0.0002550469,0.0009698352,0.005634279,0.00700593,0.00008964846,0.0005410701],"genre_scores_gemma":[0.00003451378,0.9644709,0.00006364327,0.0002526116,0.0009044474,0.02295731,0.0005314895,0.0001858805,0.0105992],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9674153,"threshold_uncertainty_score":0.9997504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07431390331622936,"score_gpt":0.4008244594533963,"score_spread":0.326510556137167,"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."}}