{"id":"W4389745620","doi":"10.1200/go.23.00201","title":"Cancer Research in Vulnerable Populations: A Call for Collaboration and Sustainability From MENAT Countries","year":2023,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Cape Breton University","funders":"","keywords":"Vulnerability (computing); Cancer; Medicine; Sustainability; Socioeconomics; Environmental health; Family medicine; Sociology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008116919,0.00008044051,0.0003324226,0.0001374762,0.0002096573,0.00003556198,0.0001089324,0.0005342768,0.0000530115],"category_scores_gemma":[0.02952981,0.00007295616,0.00002753395,0.001229699,0.0004673895,0.00008114909,0.0001668827,0.0009308874,0.00001812952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003268512,"about_ca_system_score_gemma":0.004706741,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01000804,"about_ca_topic_score_gemma":0.1120919,"domain_scores_codex":[0.9975446,0.0005410156,0.0003998919,0.0004267787,0.0005961041,0.0004915359],"domain_scores_gemma":[0.9850659,0.01208201,0.0000518539,0.0002723828,0.002366528,0.0001613651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003752141,0.0003737422,0.7310511,0.0007446875,0.00006505297,0.0001718767,0.001054465,0.0002605193,0.0001390834,0.2095606,0.0436621,0.009164655],"study_design_scores_gemma":[0.003193087,0.001095451,0.1994563,0.0001033269,0.00002497771,0.000002226999,0.002803092,0.002556512,0.00003942465,0.6772557,0.1133737,0.00009626443],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8352877,0.0007675443,0.00005729671,0.1596566,0.0003177424,0.001715804,0.0002717866,0.00005115215,0.00187439],"genre_scores_gemma":[0.9939098,0.001339017,0.0008603531,0.0008161223,0.0002402353,0.0008136361,0.0001017102,0.00001075807,0.00190831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5315948,"threshold_uncertainty_score":0.9965844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5296669061582152,"score_gpt":0.6944998620622999,"score_spread":0.1648329559040846,"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."}}