{"id":"W2791978668","doi":"10.21037/tau.2018.03.02","title":"Active surveillance review: contemporary selection criteria, follow-up, compliance and outcomes","year":2018,"lang":"en","type":"review","venue":"Translational Andrology and Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Prostate cancer; MEDLINE; Popularity; Intensive care medicine; Disease; Prostate-specific antigen; Selection (genetic algorithm); Cancer; Computer science; Pathology; Psychology; Political science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000199917,0.0003551274,0.001859385,0.00009621292,0.0001204068,0.000006332114,0.00004771123,0.0003636005,0.0001658955],"category_scores_gemma":[0.00003078204,0.0002618842,0.0001917903,0.0001045588,0.0003504286,0.00005818742,0.00001885848,0.0002817192,0.000018734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001935645,"about_ca_system_score_gemma":0.0002024739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001662368,"about_ca_topic_score_gemma":0.00003661806,"domain_scores_codex":[0.9984015,0.0002482711,0.0004645341,0.0005668592,0.00008990035,0.0002289748],"domain_scores_gemma":[0.9990478,0.0004002026,0.0002065124,0.0001329815,0.0001026869,0.0001098422],"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":[0.001276525,0.0002953638,0.0525755,0.03532846,0.002850877,0.0001085185,0.0001540677,9.30804e-8,8.157722e-7,0.0006555928,0.01154266,0.8952115],"study_design_scores_gemma":[0.001817824,0.0009663882,0.02523702,0.002064671,0.000792024,0.0007806284,8.509915e-7,0.00001047622,3.241774e-7,0.0004059682,0.9677079,0.0002159201],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002448638,0.993362,0.00003651207,0.004232822,0.0002797813,0.001044438,0.0002550496,0.00003244854,0.0005120508],"genre_scores_gemma":[0.003893085,0.9922193,0.00006299202,0.002529953,0.0001269427,0.0002481938,0.0006899321,0.0000237511,0.0002058267],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9561653,"threshold_uncertainty_score":0.9999833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09356511493303539,"score_gpt":0.3809573348024121,"score_spread":0.2873922198693767,"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."}}