{"id":"W4399766496","doi":"10.1093/jncics/pkae047","title":"Clinical trial recruitment of people who speak languages other than English: a Children’s Oncology Group report","year":2024,"lang":"en","type":"article","venue":"JNCI Cancer Spectrum","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Clinical trial; Internal medicine; Oncology; Clinical Oncology; Family medicine; Cancer","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006513432,0.0002218461,0.001021364,0.0001729432,0.00004583084,0.0000374633,0.0003132915,0.0006528625,0.001937941],"category_scores_gemma":[0.007280828,0.0001724939,0.0005137553,0.0004230423,0.0003390573,0.00006424379,0.0002273753,0.002546039,0.00006505045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005733336,"about_ca_system_score_gemma":0.001997147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003746692,"about_ca_topic_score_gemma":0.01247271,"domain_scores_codex":[0.9957745,0.0002905835,0.001410569,0.0008549622,0.00114856,0.0005208122],"domain_scores_gemma":[0.9942526,0.00403444,0.0002641031,0.0009493865,0.0001902847,0.0003091855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06322345,0.005455181,0.6373352,0.002110411,0.004513714,0.005592277,0.01292677,0.000005048086,0.0004377045,0.1128073,0.05841193,0.09718101],"study_design_scores_gemma":[0.06099904,0.02305829,0.4617262,0.003658566,0.001166729,0.0004800527,0.001639575,0.0001319823,0.003253517,0.01657468,0.4263671,0.0009443366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9150721,0.004278466,0.00008246332,0.01726181,0.005365268,0.002534528,0.00008055516,0.0002291301,0.05509562],"genre_scores_gemma":[0.963445,0.005207319,0.0005785355,0.0009285464,0.01149303,0.0004046339,0.00003436011,0.00009682647,0.01781173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3679551,"threshold_uncertainty_score":0.9997551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3634914370437853,"score_gpt":0.6041693704706017,"score_spread":0.2406779334268164,"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."}}