{"id":"W4408166624","doi":"10.2196/66821","title":"Augmenting Insufficiently Accruing Oncology Clinical Trials Using Generative Models: Validation Study","year":2025,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Alberta Health Services; McMaster University; Agricultural Research Institute of Ontario; University of Ottawa","funders":"National Cancer Institute","keywords":"Medicine; Clinical trial; Medical physics; Computer science; Internal medicine","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":[0.0844875,0.001537715,0.001475834,0.0008054459,0.0004440205,0.001338365,0.002156666,0.001566138,0.002012694],"category_scores_gemma":[0.1966905,0.0008583876,0.003622407,0.000746418,0.001865708,0.001258039,0.001788355,0.002282296,0.0004718987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001528632,"about_ca_system_score_gemma":0.003391097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002352389,"about_ca_topic_score_gemma":0.001604624,"domain_scores_codex":[0.9664508,0.0293156,0.001134597,0.001634362,0.001184545,0.0002800475],"domain_scores_gemma":[0.709361,0.252645,0.007783516,0.02360693,0.005917977,0.0006855695],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.009477138,0.002094867,0.05560702,0.002754759,0.004444784,0.0004120196,0.001163937,0.7706392,0.002725857,0.01270099,0.004019725,0.1339597],"study_design_scores_gemma":[0.003524705,0.004799645,0.0119355,0.0006753603,0.001734656,0.0003262285,0.0001556338,0.9468828,0.005301326,0.01923557,0.005279399,0.0001491825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6305224,0.004766682,0.3531088,0.001009478,0.0002667378,0.004466012,0.001906594,0.0008442379,0.00310914],"genre_scores_gemma":[0.9108723,0.00062962,0.08330597,0.0004035667,0.00006582261,0.002108007,0.002082466,0.00007771822,0.0004546586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9155125,"threshold_uncertainty_score":0.4468179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9277313708176205,"score_gpt":0.7859668336197385,"score_spread":0.141764537197882,"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."}}