{"id":"W4211119384","doi":"10.1016/j.ijrobp.2022.01.053","title":"Is Clinical Research Serving the Needs of the Global Cancer Burden? An Analysis of Contemporary Global Radiation Therapy Randomized Controlled Trials","year":2022,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Science and Technology Facilities Council; International Atomic Energy Agency; Cancer Research UK; Medical Research Council; National Institute for Health and Care Research; Australian Government","keywords":"Medicine; Randomized controlled trial; Radiation therapy; Systemic therapy; Cohort; Clinical endpoint; Cancer; Breast cancer; Internal medicine; Family 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":[0.1438819,0.001822526,0.01092775,0.001999029,0.0008099666,0.005620591,0.001621898,0.003611418,0.005619882],"category_scores_gemma":[0.2353555,0.0009599238,0.01315084,0.004618093,0.004841408,0.005031065,0.002256808,0.004242175,0.0003857571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002263921,"about_ca_system_score_gemma":0.00363407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009380016,"about_ca_topic_score_gemma":0.001570067,"domain_scores_codex":[0.8078987,0.1625551,0.01559324,0.005827086,0.00654823,0.001577616],"domain_scores_gemma":[0.6122212,0.3365443,0.03228046,0.01068549,0.005629488,0.002639126],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"observational","study_design_scores_codex":[0.3261942,0.0007375946,0.02783044,0.08894907,0.3859265,0.0001547819,0.0006803002,0.002457451,0.001339031,0.00628871,0.006106896,0.1533351],"study_design_scores_gemma":[0.3049924,0.02374508,0.04066784,0.03188816,0.5451395,0.0004096648,0.001090252,0.002724038,0.001119128,0.02047769,0.02751193,0.0002343283],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08812065,0.8772902,0.01010129,0.01277515,0.002235457,0.004337371,0.001579615,0.00009175036,0.003468408],"genre_scores_gemma":[0.8245341,0.1341758,0.01452992,0.01725654,0.002419144,0.004581236,0.001619957,0.0001382716,0.0007450404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8561181,"threshold_uncertainty_score":0.7609292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1063241612223482,"score_gpt":0.5232313189261447,"score_spread":0.4169071577037965,"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."}}