{"id":"W2085322812","doi":"10.5489/cuaj.2579","title":"Making our voices heard","year":2014,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"History; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.009520098,0.001258891,0.0009290808,0.001954712,0.03188895,0.02913625,0.002755302,0.01674793,0.05553252],"category_scores_gemma":[0.04956827,0.0006894036,0.000998187,0.001360781,0.01941244,0.01456885,0.01734637,0.03984446,0.01792126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01212382,"about_ca_system_score_gemma":0.02784859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03681666,"about_ca_topic_score_gemma":0.08164747,"domain_scores_codex":[0.982779,0.004866263,0.0004033089,0.001370425,0.00550859,0.005072569],"domain_scores_gemma":[0.9666994,0.005382313,0.001051784,0.0008841686,0.006565864,0.01941652],"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":[0.00002292735,0.0000292715,0.0003150469,0.00005432696,0.00001106527,0.0004083456,0.01574008,0.00001508792,0.0002033878,0.02523939,0.9359756,0.02198542],"study_design_scores_gemma":[0.000008620809,0.000007726354,0.0001898705,0.0001294801,0.000006033725,0.0001480812,0.0202228,0.00001093832,0.0000391815,0.005841198,0.9733791,0.00001702211],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001381422,0.008724155,0.0004331939,0.7989307,0.1175308,0.00001945814,0.00004581292,0.0000730754,0.07286143],"genre_scores_gemma":[0.05587944,0.006990881,0.0007294143,0.5841446,0.05604615,0.00008782413,0.0001055574,0.0003023693,0.2957138],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05553252,"threshold_uncertainty_score":0.1857747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771098036314045,"score_gpt":0.2829506244156637,"score_spread":0.2552396440525232,"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."}}