{"id":"W3139715046","doi":"10.1002/bco2.80","title":"Eye of the beholder—Tales from Prostate Cancer Active Surveillance Development","year":2021,"lang":"en","type":"editorial","venue":"BJUI Compass","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prostate cancer; Prostatectomy; Medicine; Cancer; Prostate; Clinical Practice; Medical education; Medical physics; Family medicine; General surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03231644,0.00108385,0.001446522,0.002314002,0.006584305,0.01099476,0.002616004,0.01066224,0.01126571],"category_scores_gemma":[0.07758287,0.0007602796,0.001402707,0.001187947,0.01103194,0.01795116,0.006883244,0.04063876,0.004197259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007334243,"about_ca_system_score_gemma":0.01185729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008338838,"about_ca_topic_score_gemma":0.01154007,"domain_scores_codex":[0.9827228,0.008585211,0.0007502124,0.001530895,0.004975875,0.001434975],"domain_scores_gemma":[0.9477079,0.02473245,0.001128172,0.001606881,0.01069217,0.01413243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005096063,0.00003900597,0.0002377051,0.0001611071,0.00001556836,0.0001589397,0.001633166,0.00004616026,0.00006693042,0.01385198,0.9432613,0.04047724],"study_design_scores_gemma":[0.0000322275,0.00007979085,0.0002580541,0.0009011054,0.00001554527,0.0005630344,0.002548495,0.00008030156,0.00009399409,0.02014342,0.9752408,0.00004321504],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002864289,0.0504064,0.000722777,0.8996124,0.04397661,0.00001074553,0.00003394005,0.00006156514,0.004889107],"genre_scores_gemma":[0.01594824,0.06905744,0.002358607,0.8207064,0.07179055,0.00008479186,0.00008863293,0.0003604704,0.01960496],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03231644,"threshold_uncertainty_score":0.1709077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660965687320572,"score_gpt":0.2932826482312904,"score_spread":0.2766729913580847,"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."}}