{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009878686,0.0004715632,0.0007151155,0.003074414,0.0007592904,0.000612654,0.003199495,0.0004450487,0.0002059716],"category_scores_gemma":[0.0133329,0.0003287252,0.0001666859,0.007968673,0.01639628,0.001089831,0.001178394,0.002451504,0.001241443],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001158164,"about_ca_system_score_gemma":0.02985622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001359911,"about_ca_topic_score_gemma":0.00001650947,"domain_scores_codex":[0.9813987,0.00002782685,0.0005209459,0.002362225,0.01359776,0.002092543],"domain_scores_gemma":[0.9944363,0.0004563292,0.0001416556,0.001571498,0.001627343,0.001766881],"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":[0.0000532383,0.00006728288,0.00001254907,0.000285644,0.0000105955,0.0003054884,0.0006799031,6.84487e-7,0.06611499,0.00107982,0.9268967,0.004493116],"study_design_scores_gemma":[0.0006000157,0.0007424274,0.0002436723,0.0008415793,0.0001253406,0.00005472711,0.0003921493,0.0003326788,0.009401165,0.0002456563,0.9866377,0.0003829083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.005059393,0.001414874,0.00001336321,0.005223682,0.9686094,0.0007152596,0.00006797096,0.0002384526,0.01865763],"genre_scores_gemma":[0.01992075,0.001379128,0.0004751897,0.002352592,0.9288492,0.00004754157,0.00003674886,0.00006677643,0.04687207],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05974099,"threshold_uncertainty_score":0.9999165,"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."}}