{"id":"W4401414219","doi":"10.1126/science.ads2151","title":"Science should save all, not just some","year":2024,"lang":"en","type":"editorial","venue":"Science","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Dominance (genetics); Intellectual property; Equity (law); Colonialism; Political science; Diversity (politics); Economic Justice; Sociology; Engineering ethics; Public relations; Environmental ethics; Law; Engineering; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.006041998,0.003446099,0.00225261,0.002197456,0.004134184,0.009865131,0.002417729,0.01462158,0.01471859],"category_scores_gemma":[0.02469181,0.00091157,0.001524813,0.001128588,0.004498282,0.00575434,0.001870889,0.02764225,0.01320963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004371816,"about_ca_system_score_gemma":0.005481271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003145631,"about_ca_topic_score_gemma":0.01054122,"domain_scores_codex":[0.9953263,0.0009722522,0.0004233128,0.0005004281,0.00246515,0.0003125405],"domain_scores_gemma":[0.9856573,0.006359386,0.0007284899,0.0005305164,0.004842591,0.001881727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001314719,0.00001161391,0.00002442735,0.0001963385,0.000009631879,0.00004960272,0.00003130793,0.0000223184,0.00004478665,0.001371079,0.9924423,0.005783555],"study_design_scores_gemma":[0.00001456208,0.00001383847,0.0001314444,0.0002839626,0.00001719705,0.00007241975,0.00006903399,0.00007279812,0.00005145197,0.002973904,0.9962877,0.00001164036],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002888042,0.005389582,0.00007339665,0.07766902,0.9129398,0.00001367158,0.00002635628,0.00004908257,0.003810093],"genre_scores_gemma":[0.0007465052,0.006164488,0.0001914693,0.06801791,0.9050948,0.00002785611,0.00002704401,0.00003883212,0.01969115],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01471859,"threshold_uncertainty_score":0.04923862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1057013664636077,"score_gpt":0.4547219837403833,"score_spread":0.3490206172767756,"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."}}