{"id":"W2970365040","doi":"10.3747/co.26.4953","title":"Active Treatment in Low-Risk Prostate Cancer: A Population-Based Study","year":2019,"lang":"en","type":"article","venue":"Current Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"SAIT Polytechnic; University of Alberta; University of Calgary","funders":"Government of Alberta","keywords":"Medicine; Prostatectomy; Prostate cancer; Brachytherapy; Odds ratio; Confidence interval; Androgen deprivation therapy; Population; Logistic regression; Internal medicine; Cancer registry; Prostate-specific antigen; Cryotherapy; Univariate analysis; Cancer; Radiation therapy; Multivariate analysis; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.001499996,0.0002888415,0.0004949537,0.001125404,0.0008566934,0.001240309,0.00102841,0.0006960489,0.001855446],"category_scores_gemma":[0.004157959,0.0005225283,0.0007476078,0.003307306,0.0005603119,0.0008725987,0.0008056417,0.001117445,0.0004116414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001046163,"about_ca_system_score_gemma":0.001148997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03415797,"about_ca_topic_score_gemma":0.03599782,"domain_scores_codex":[0.9985953,0.0004032917,0.0001401197,0.0003532388,0.0003151289,0.0001929356],"domain_scores_gemma":[0.9967268,0.000439526,0.001579682,0.0002661357,0.0003947977,0.0005930705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005302636,0.00005746907,0.9990463,0.00001962838,0.00006512384,0.00002947496,0.00009860216,0.00001912086,0.00004488981,0.00001455112,0.0001174245,0.0004343623],"study_design_scores_gemma":[0.00001463629,0.00009494682,0.9991984,0.00001154558,0.00004833166,0.0001211268,0.0001966445,0.00009018553,0.000009102953,0.00002012622,0.0001902036,0.000004710091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972478,0.0005561686,0.0001349186,0.000128197,0.000009566188,0.0000399508,0.001241317,0.000005446165,0.0006366108],"genre_scores_gemma":[0.9990743,0.0001581227,0.00005946227,0.00006945733,0.00001301702,0.00002155915,0.000540552,0.000002022784,0.00006143014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03415797,"threshold_uncertainty_score":0.0679183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05015617664761563,"score_gpt":0.4068232893259406,"score_spread":0.356667112678325,"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."}}