{"id":"W4379285848","doi":"10.1200/jco.2023.41.16_suppl.e13630","title":"Decentralized elements within oncology trials: Labcorp experience.","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pandemic; Telemedicine; Coronavirus disease 2019 (COVID-19); Clinical trial; Digital health; Quality of life (healthcare); Quality (philosophy); Family medicine; Oncology; Health care; Internal medicine; Nursing; Disease","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.07776668,0.0006338614,0.0005679793,0.000918597,0.001385892,0.004469112,0.003004799,0.00228884,0.0300473],"category_scores_gemma":[0.1001326,0.0005356261,0.0007630836,0.002436779,0.002910176,0.005245794,0.009635409,0.005128369,0.006309484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004378325,"about_ca_system_score_gemma":0.02174028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002012374,"about_ca_topic_score_gemma":0.004681798,"domain_scores_codex":[0.9427269,0.04912771,0.001407571,0.001914551,0.002970553,0.001852729],"domain_scores_gemma":[0.7889937,0.1219716,0.01125264,0.012404,0.01016804,0.05521006],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0110166,0.002692164,0.02151794,0.003672375,0.000361337,0.002353209,0.00534825,0.003130707,0.002405206,0.01347348,0.2889404,0.6450884],"study_design_scores_gemma":[0.01081161,0.01057087,0.03157726,0.004090819,0.00017047,0.003084598,0.003435548,0.003408944,0.002721543,0.01859315,0.9113435,0.0001916857],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2842672,0.0578266,0.0427196,0.3624239,0.004390817,0.0118012,0.01756278,0.006457186,0.2125506],"genre_scores_gemma":[0.6866375,0.02550159,0.1177293,0.1127157,0.004811506,0.01529038,0.008022217,0.002070408,0.02722127],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9222333,"threshold_uncertainty_score":0.4112744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5189509914270882,"score_gpt":0.6292564234761482,"score_spread":0.11030543204906,"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."}}