{"id":"W2103949891","doi":"10.9778/cmajo.20130037","title":"Active surveillance for low-risk prostate cancer compared with immediate treatment: a Canadian cost comparison","year":2014,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Prostate cancer; Context (archaeology); Cohort; Watchful waiting; Confidence interval; Cost–benefit analysis; Cancer; Prostate; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001648489,0.0003011186,0.0007571512,0.00007671906,0.0002489981,0.0001118082,0.0001764002,0.00005972804,0.0001006827],"category_scores_gemma":[0.00004355796,0.0002082404,0.00007446563,0.0001674793,0.00008459746,0.0001266096,0.00003531462,0.00009840098,0.00003653906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219539,"about_ca_system_score_gemma":0.0008992674,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4153314,"about_ca_topic_score_gemma":0.7221364,"domain_scores_codex":[0.9984274,0.00006440554,0.0002819695,0.0005106968,0.0001433653,0.0005722002],"domain_scores_gemma":[0.9984009,0.0001873239,0.0002260406,0.0004129377,0.0002056686,0.0005670974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00267634,0.0003914727,0.8692004,0.00006938643,0.0005998478,0.00001971994,0.001859164,0.0002656412,0.00002372534,0.00005137534,0.005176216,0.1196667],"study_design_scores_gemma":[0.0244037,0.003322048,0.6209622,0.0004552305,0.0004162337,0.000008622237,0.0004501909,0.002284419,0.00642313,0.00006495415,0.3407038,0.000505458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713153,0.001007326,0.0001036655,0.004787733,0.0003251334,0.01344578,0.003984372,0.00006250524,0.004968177],"genre_scores_gemma":[0.9904217,0.0007407768,0.0004143577,0.0005524051,0.0001338535,0.006155779,0.0008010707,0.00005605735,0.000724031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3355276,"threshold_uncertainty_score":0.8491799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03050270378261318,"score_gpt":0.3251441541431012,"score_spread":0.294641450360488,"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."}}