{"id":"W2129131735","doi":"10.1097/mlr.0000000000000155","title":"Perceptions of Active Surveillance and Treatment Recommendations for Low-risk Prostate Cancer","year":2014,"lang":"en","type":"article","venue":"Medical Care","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostate cancer; Prostatectomy; Brachytherapy; Logistic regression; Family medicine; Odds ratio; Radiation therapy; MEDLINE; Cancer; Gynecology; Internal medicine","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":[0.006012457,0.0001339327,0.0001625939,0.0004923205,0.0004070142,0.001001501,0.0003589972,0.0007996728,0.00236496],"category_scores_gemma":[0.02866868,0.0001590086,0.0003463863,0.0002931852,0.0008479378,0.0006359312,0.0005378966,0.0008966231,0.0001569637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007741795,"about_ca_system_score_gemma":0.00121235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006414792,"about_ca_topic_score_gemma":0.007054924,"domain_scores_codex":[0.9955076,0.002510337,0.0003505687,0.0001660947,0.001186434,0.0002790788],"domain_scores_gemma":[0.9652547,0.01472325,0.01307015,0.0004147434,0.002599757,0.003937399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002199972,0.0002093103,0.9650129,0.0002770711,0.0001375568,0.0002027656,0.007938028,0.0003025255,0.0006705035,0.0002152535,0.001681155,0.02313292],"study_design_scores_gemma":[0.0000362661,0.0006320443,0.9758699,0.0003624584,0.0000825324,0.0007869336,0.01697175,0.0005703794,0.0002269759,0.0002727007,0.004150552,0.00003755201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910299,0.001387519,0.0002940704,0.003899705,0.00003806946,0.00002621108,0.00007427809,0.000007307823,0.00324289],"genre_scores_gemma":[0.9987102,0.0004955616,0.000196657,0.0004233225,0.00003196065,0.000005317471,0.00003520647,0.000001059456,0.0001006972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006414792,"threshold_uncertainty_score":0.03179729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434595222728412,"score_gpt":0.3251420317280728,"score_spread":0.3107960795007887,"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."}}