{"id":"W4414195525","doi":"10.7759/cureus.92388","title":"The Essential Role of Medical Monitors in Clinical Trials","year":2025,"lang":"en","type":"editorial","venue":"Cureus","topic":"Diet and metabolism studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Clinical trial; Objectivity (philosophy); Safeguard; Function (biology); Patient safety; Value (mathematics); Independence (probability theory); Medical device","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":[0.07446436,0.001987554,0.003550631,0.003854891,0.004011953,0.01705754,0.004408608,0.0228406,0.004468503],"category_scores_gemma":[0.2318366,0.00148693,0.002043596,0.001992218,0.01116522,0.01017809,0.003224956,0.04121509,0.005418349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005862336,"about_ca_system_score_gemma":0.01271351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009692486,"about_ca_topic_score_gemma":0.002585582,"domain_scores_codex":[0.8995815,0.04685787,0.01335427,0.004829115,0.03408466,0.001292618],"domain_scores_gemma":[0.643667,0.2723194,0.01221039,0.008727008,0.0518793,0.011197],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006761451,0.00001322564,0.00003987833,0.001458729,0.00004690998,0.0001810072,0.0003153777,0.0000688209,0.0001227598,0.007829957,0.9579691,0.03188657],"study_design_scores_gemma":[0.0000573644,0.00002829077,0.0001030935,0.002276527,0.00004633674,0.0002199883,0.000103362,0.0001283222,0.00009485384,0.00797855,0.9889323,0.00003108763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00006833395,0.04356077,0.001332548,0.1676775,0.7836524,0.0000587159,0.00003682862,0.0001283954,0.003484598],"genre_scores_gemma":[0.001660025,0.02542175,0.002364308,0.09020066,0.8741025,0.0001082397,0.00002104577,0.0001280276,0.005993406],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9255356,"threshold_uncertainty_score":0.3938099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04219103323367964,"score_gpt":0.4600292976441457,"score_spread":0.4178382644104661,"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."}}