{"id":"W4383647369","doi":"10.1177/17588359231183676","title":"Clinical trial reform in the post-COVID era","year":2023,"lang":"en","type":"review","venue":"Therapeutic Advances in Medical Oncology","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Clinical trial; Medicine; Telehealth; Pandemic; Health care; Telemedicine; Coronavirus disease 2019 (COVID-19); Pathology; Political science; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009996858,0.0004232893,0.003440964,0.0005018163,0.00006276141,0.00000660023,0.0007000116,0.001116425,0.0006596149],"category_scores_gemma":[0.002244755,0.0002293142,0.0004132462,0.001148612,0.0005128819,0.00008510811,0.0001031909,0.003602791,0.0001844654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001140854,"about_ca_system_score_gemma":0.005033107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001468351,"about_ca_topic_score_gemma":0.001769922,"domain_scores_codex":[0.9916505,0.002300562,0.003495246,0.0006479871,0.001121751,0.0007839751],"domain_scores_gemma":[0.991742,0.006467825,0.0007708381,0.0006036184,0.00005751834,0.000358176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003210626,0.0005555897,0.00007079719,0.004359937,0.00007390296,0.001033422,0.0002566101,2.72635e-8,3.22253e-9,0.0007896066,0.000177792,0.9894717],"study_design_scores_gemma":[0.03272814,0.006116902,0.0001753687,0.003597511,0.0004558051,0.0003706347,0.0007119826,0.00000590902,5.132627e-9,0.0008622491,0.9547914,0.0001841581],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009443825,0.9775955,0.00005259582,0.01233618,0.002410599,0.004232876,0.00001013843,0.000079367,0.003188296],"genre_scores_gemma":[0.00005366006,0.9700379,0.0001774692,0.0255877,0.002654745,0.001020892,0.0003107233,0.00006061563,0.00009624084],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9892876,"threshold_uncertainty_score":0.9986959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2428398450424699,"score_gpt":0.5987535896468035,"score_spread":0.3559137446043336,"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."}}