{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.08313303,0.001130727,0.001976159,0.002464212,0.01106727,0.01483719,0.004219086,0.01231113,0.01529396],"category_scores_gemma":[0.06952702,0.001134678,0.002115451,0.002227976,0.0102318,0.01673016,0.03716831,0.01611181,0.002480464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008107842,"about_ca_system_score_gemma":0.1209805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007264425,"about_ca_topic_score_gemma":0.009978627,"domain_scores_codex":[0.9288414,0.05043219,0.003409256,0.002885655,0.005365196,0.009066365],"domain_scores_gemma":[0.731032,0.08234688,0.01412453,0.009460282,0.02715495,0.1358814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001072697,0.001251689,0.05515684,0.01783419,0.0005722668,0.008795352,0.1546023,0.0005221831,0.004754325,0.02908483,0.3444932,0.3818602],"study_design_scores_gemma":[0.0002659854,0.0005109969,0.02315601,0.01443896,0.0001470003,0.002959037,0.2139226,0.0002766371,0.000601718,0.02323322,0.720298,0.0001897759],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01536288,0.04735545,0.001314839,0.9242969,0.005689979,0.0003230272,0.0001297361,0.00009139474,0.005435889],"genre_scores_gemma":[0.3808804,0.08764651,0.03566717,0.4727712,0.008361788,0.002914604,0.0006414779,0.0001902128,0.01092673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9876888,"threshold_uncertainty_score":0.4396547,"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."}}