{"id":"W2765989142","doi":"10.1016/j.ucl.2017.07.005","title":"Contemporary Active Surveillance","year":2017,"lang":"en","type":"review","venue":"Urologic Clinics of North America","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Conservative management; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001186273,0.000608665,0.0006337934,0.001271421,0.0004191985,0.001552203,0.000798294,0.001524543,0.006824007],"category_scores_gemma":[0.003272059,0.0001916095,0.0004285882,0.0008006316,0.0006099644,0.00151013,0.001203906,0.002194154,0.001609428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009155989,"about_ca_system_score_gemma":0.002055622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001923769,"about_ca_topic_score_gemma":0.003618266,"domain_scores_codex":[0.9995709,0.0001036637,0.00004366393,0.0001066323,0.0001147229,0.00006040702],"domain_scores_gemma":[0.9990376,0.0004646547,0.0001191532,0.00003560153,0.0002182315,0.0001249273],"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":[0.00004830433,0.00003710922,0.001388337,0.003199019,0.00003745688,0.0003424938,0.00009420854,0.0002269645,0.0003298444,0.007002246,0.09370462,0.8935894],"study_design_scores_gemma":[0.00001621227,0.00004031769,0.002015588,0.006766056,0.00008336717,0.002560007,0.000185166,0.0001755049,0.0001933358,0.00422575,0.9837202,0.00001851524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004044947,0.9848571,0.000881192,0.004465764,0.001710702,0.00001094088,0.00008588321,0.00003352398,0.007550404],"genre_scores_gemma":[0.009071168,0.9757942,0.001301097,0.005558123,0.003790495,0.00003064911,0.0002750083,0.00001066133,0.004168624],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006824007,"threshold_uncertainty_score":0.02282864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08565713261681766,"score_gpt":0.3698717318764426,"score_spread":0.2842145992596249,"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."}}