{"id":"W2001204179","doi":"10.1007/bf02919482","title":"Developing an integrating biological dosimeter for spaceflight","year":2007,"lang":"en","type":"article","venue":"Microgravity Science and Technology","topic":"Spaceflight effects on biology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"","keywords":"International Space Station; Robustness (evolution); Computer science; Spaceflight; Dosimeter; Caenorhabditis elegans; Spacecraft; Evolvability; Biological effect; Computational biology; Physics; Biology; Radiation; Genetics; Gene; Optics","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":[0.002465532,0.0005869089,0.0004982268,0.0005328626,0.0005503091,0.001055658,0.0009626317,0.0008510039,0.001705804],"category_scores_gemma":[0.002007953,0.0003668729,0.0004632456,0.0005023154,0.0003925543,0.001438598,0.001279965,0.0007262013,0.0005686399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007541447,"about_ca_system_score_gemma":0.001924907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001703105,"about_ca_topic_score_gemma":0.001737167,"domain_scores_codex":[0.9993167,0.000113167,0.00004166915,0.0001098816,0.0003745327,0.00004400863],"domain_scores_gemma":[0.9989828,0.0001898316,0.00008234564,0.0001358527,0.0005426841,0.0000665103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003200158,0.0001675127,0.009577287,0.0003012828,0.000080207,0.00009214371,0.0003075048,0.02402236,0.8203471,0.007491338,0.001097071,0.1361962],"study_design_scores_gemma":[0.00004500203,0.0006267075,0.006120422,0.00004152916,0.0001250543,0.0003031321,0.0001413823,0.0932759,0.8668523,0.00115928,0.0312489,0.00006049157],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07275328,0.0006255805,0.920384,0.0002752624,0.0001883361,0.0004812056,0.0002053306,0.00225465,0.002832336],"genre_scores_gemma":[0.2207132,0.0003848401,0.7752238,0.0001886536,0.00003331246,0.0002296329,0.0003161463,0.0001398191,0.00277061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002465532,"threshold_uncertainty_score":0.01303911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0324534548211107,"score_gpt":0.351325882034402,"score_spread":0.3188724272132912,"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."}}