{"id":"W1969340153","doi":"10.1038/ncponc0966","title":"Active surveillance for favorable-risk prostate cancer: who, how and why?","year":2007,"lang":"en","type":"review","venue":"Nature Clinical Practice Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto","funders":"","keywords":"Medicine; Prostate cancer; Disease; Intervention (counseling); Cancer; Intensive care medicine; Comorbidity; Prostate cancer screening; Internal medicine; Prostate-specific antigen; Psychiatry","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004192745,0.0007397325,0.004827241,0.0001762996,0.0002063431,0.000065351,0.0002073436,0.003581711,0.00003027808],"category_scores_gemma":[0.02579407,0.0005254846,0.0008304066,0.0003995948,0.0004177483,0.0002621933,0.0001464355,0.005614035,0.00001352603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205042,"about_ca_system_score_gemma":0.003232767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009243334,"about_ca_topic_score_gemma":0.0003333421,"domain_scores_codex":[0.9946928,0.001223342,0.001468593,0.001495645,0.0003675133,0.0007520767],"domain_scores_gemma":[0.9561901,0.03873051,0.002980075,0.0006365922,0.0009370336,0.0005256816],"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":[0.002066996,0.0009331925,0.0005328774,0.005693109,0.002191294,0.0003627833,0.00003877717,9.175004e-8,2.579619e-8,0.0001425683,0.05436838,0.9336699],"study_design_scores_gemma":[0.004253195,0.004974075,0.0003853549,0.004115636,0.007355086,0.0003028329,0.00007684629,0.000003390678,8.448155e-7,0.00007804298,0.9780055,0.0004491711],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001385046,0.9696837,0.00003329202,0.01823795,0.002574224,0.00602587,0.00127681,0.00006981827,0.00208445],"genre_scores_gemma":[0.00002432428,0.984027,0.00388478,0.006752795,0.002250644,0.00158207,0.000430046,0.0001334938,0.0009147912],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9332207,"threshold_uncertainty_score":0.9997197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1052506186184829,"score_gpt":0.5326373297310226,"score_spread":0.4273867111125397,"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."}}