{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008244433,0.0001035413,0.0002616859,0.00003214198,0.00008059514,0.000004609087,0.00002562523,0.00005617118,0.0002629715],"category_scores_gemma":[0.0001858201,0.000072163,0.000070056,0.0000568931,0.00008331757,0.00002212881,0.00001406247,0.0000591173,0.000001945292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002044202,"about_ca_system_score_gemma":0.0001519081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005084714,"about_ca_topic_score_gemma":0.001239338,"domain_scores_codex":[0.9992837,0.0000396423,0.0001778106,0.0002018142,0.0001531368,0.0001438943],"domain_scores_gemma":[0.9992168,0.0002218732,0.00007408822,0.0001359521,0.0001605404,0.0001907265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001259579,0.0001737992,0.2555556,0.0001226145,0.0001057913,0.000001386373,0.003468808,0.000001868425,0.00002960892,0.00004116757,0.001058352,0.739315],"study_design_scores_gemma":[0.01190944,0.004358565,0.8140885,0.0007262802,0.0004629776,0.000009274193,0.004858724,0.0005717858,0.004121709,0.0001429409,0.1584893,0.0002605789],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856102,0.001460244,0.0001645191,0.01006089,0.0001532363,0.0009177144,0.001279673,0.00002572505,0.0003277533],"genre_scores_gemma":[0.9890223,0.008846908,0.0004024948,0.0002481687,0.0001224416,0.0008684737,0.0003326233,0.00001325633,0.0001433501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7390544,"threshold_uncertainty_score":0.2942722,"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."}}