{"id":"W4285223768","doi":"10.2139/ssrn.4150356","title":"An Evaluation of Race-Based Representation Among Men Participating in Clinical Trials for Prostate Cancer and Erectile Dysfunction","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Erectile dysfunction; Prostate cancer; Race (biology); Medicine; Clinical trial; Representation (politics); Cancer; Gynecology; Oncology; Urology; Internal medicine; Political science; Sociology; Gender studies","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01246614,0.0002187124,0.0004743227,0.001399674,0.001355672,0.001115098,0.0008195477,0.0008742448,0.003150304],"category_scores_gemma":[0.04198674,0.0002365042,0.0008598898,0.001456933,0.0007348554,0.001298105,0.001335171,0.0004765427,0.0003412737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006545219,"about_ca_system_score_gemma":0.0008502995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004036754,"about_ca_topic_score_gemma":0.005815461,"domain_scores_codex":[0.9824824,0.01297294,0.001197765,0.001088782,0.001546694,0.0007112919],"domain_scores_gemma":[0.9717759,0.0117461,0.01055518,0.001754133,0.002196055,0.001972542],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002865775,0.0003514739,0.9891756,0.00005460292,0.0003608322,0.00006300463,0.0009538002,0.00005760473,0.0003345053,0.0002364426,0.0002323345,0.005313927],"study_design_scores_gemma":[0.0001986392,0.002669474,0.9919727,0.00003791319,0.0003149231,0.0002390023,0.001796315,0.00102476,0.000293213,0.0002406679,0.001192567,0.0000198149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964965,0.0003521871,0.0005548688,0.000243644,0.00001966065,0.0001659098,0.000328627,0.000004464015,0.001834175],"genre_scores_gemma":[0.9989685,0.00005816537,0.0003189956,0.0001303764,0.00002145084,0.0001076546,0.0001261467,0.000002705747,0.0002659915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9875339,"threshold_uncertainty_score":0.06592798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5874150915213228,"score_gpt":0.6500053822128768,"score_spread":0.06259029069155408,"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."}}