{"id":"W4387128979","doi":"10.1126/science.adh9028","title":"Ethically cleared to launch?","year":2023,"lang":"en","type":"article","venue":"Science","topic":"Spaceflight effects on biology","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Council of Canadian Academies; Université de Montréal; University of Alberta","funders":"","keywords":"Clearance; Spaceflight; Aeronautics; Human spaceflight; Business; Engineering; Medicine; Aerospace engineering; Spacecraft","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009183637,0.00004722457,0.00009205456,0.0002054138,0.0000833809,0.00001457775,0.0001850252,0.00004704278,0.0001106311],"category_scores_gemma":[0.001794453,0.00003490898,0.00001879532,0.001864467,0.0002978366,0.0000354139,0.000119537,0.0001170264,0.004622458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003909161,"about_ca_system_score_gemma":0.000180106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008420663,"about_ca_topic_score_gemma":0.000007048484,"domain_scores_codex":[0.9990509,0.00001632218,0.00006461392,0.000264519,0.0003001532,0.0003034508],"domain_scores_gemma":[0.999326,0.0000811687,0.00001076955,0.0002672056,0.00009260393,0.0002222602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004058842,0.00001460556,0.01031346,0.00001093166,0.000002322819,0.00005989312,0.0004102421,0.000004545867,0.968102,0.001411112,0.01197526,0.007655056],"study_design_scores_gemma":[0.000360754,0.0006506486,0.804531,0.0000387179,0.000004787334,0.00003622343,0.00008696666,0.0004134456,0.04653631,0.0003471347,0.1468855,0.00010848],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602394,0.000009713372,0.00007635063,0.03128116,0.0003630354,0.000205684,0.00000129535,0.0002324002,0.007590967],"genre_scores_gemma":[0.9887733,0.000004058708,0.001525246,0.005779047,0.00007079326,0.000009758107,0.000001167567,0.000005460944,0.00383117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9215657,"threshold_uncertainty_score":0.9961526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02754429879820344,"score_gpt":0.393856589395161,"score_spread":0.3663122905969576,"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."}}