{"id":"W4286293751","doi":"10.1200/jco.2022.40.16_suppl.e13512","title":"Globalization of oncology clinical trials: Which lower-middle and upper-middle income countries are participating?","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Global Health and Surgery","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Cohort; Low and middle income countries; Randomized controlled trial; Cohort study; Global health; Clinical trial; Cancer; Family medicine; Internal medicine; Developing country; Public health; Economic growth; Pathology","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":["metaresearch"],"category_scores_codex":[0.2091358,0.0004647104,0.002004273,0.01183989,0.001903712,0.00862826,0.001958966,0.001942153,0.006812834],"category_scores_gemma":[0.4147435,0.0007148464,0.002204962,0.03118209,0.003703604,0.005631224,0.007016086,0.001572959,0.0006455831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004944252,"about_ca_system_score_gemma":0.01317181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004660955,"about_ca_topic_score_gemma":0.007714189,"domain_scores_codex":[0.7306366,0.1906319,0.04026891,0.01175856,0.02180278,0.004901263],"domain_scores_gemma":[0.4175336,0.3785391,0.1441601,0.02792904,0.02060509,0.0112331],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009471543,0.0001074026,0.842211,0.01191026,0.003522876,0.0002412759,0.008278531,0.0004130197,0.0003534624,0.009694366,0.01087185,0.1114488],"study_design_scores_gemma":[0.0006046694,0.0002691264,0.8788652,0.02371739,0.003782312,0.0007787119,0.01414589,0.000917168,0.0008557384,0.0126436,0.06327575,0.0001443948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6105354,0.1687973,0.01350793,0.1383782,0.001343386,0.003642608,0.01966486,0.0002177605,0.04391247],"genre_scores_gemma":[0.9461991,0.02162205,0.01126086,0.01353614,0.0006458943,0.003144069,0.002838648,0.0001418589,0.0006114421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7908642,"threshold_uncertainty_score":0.9752764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3107868281107254,"score_gpt":0.544348003948391,"score_spread":0.2335611758376656,"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."}}