{"id":"W2218158895","doi":"10.3747/co.22.2895","title":"Treatment Patterns among Canadian Men Diagnosed with Localized Low-Risk Prostate Cancer","year":2015,"lang":"en","type":"article","venue":"Current Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Canadian Partnership Against Cancer","funders":"","keywords":"Medicine; Overdiagnosis; Prostate cancer; Guideline; Radiation therapy; Brachytherapy; Prostatectomy; Disease; Cancer; Pediatrics; Internal medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003871303,0.0002155808,0.0002825249,0.001573037,0.002016159,0.0005765749,0.0009497382,0.0002946331,0.002238374],"category_scores_gemma":[0.002191172,0.0002341597,0.000468466,0.003818172,0.0005170696,0.0002380675,0.0004794789,0.0004381544,0.0001816932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01936579,"about_ca_system_score_gemma":0.01755495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9872363,"about_ca_topic_score_gemma":0.9944465,"domain_scores_codex":[0.9991696,0.00006778052,0.0000756678,0.0001207662,0.0003020302,0.0002642416],"domain_scores_gemma":[0.9986562,0.0001119073,0.000463141,0.00003544974,0.0004467669,0.0002866177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006331581,0.00002651759,0.9891061,0.00004972949,0.0000293275,0.0001233839,0.001054816,0.0001772268,0.0002828313,0.0001212243,0.001332639,0.007632929],"study_design_scores_gemma":[0.000004798044,0.00002044152,0.9973018,0.0000260058,0.00001389173,0.0001611181,0.001206519,0.000213223,0.00008709244,0.0000201027,0.0009332956,0.00001177255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895349,0.001216835,0.0001705257,0.000731952,0.00001146674,0.00005921813,0.003867009,0.00002873181,0.00437941],"genre_scores_gemma":[0.9967782,0.0007338108,0.0001961954,0.000183306,0.000006472079,0.00001472595,0.001439036,0.000006845135,0.0006414252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01936579,"threshold_uncertainty_score":0.1405093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06735847844357934,"score_gpt":0.3691437876192938,"score_spread":0.3017853091757145,"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."}}