{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001929312,0.0001574433,0.0002901083,0.0007450791,0.0003076872,0.00003359878,0.000238876,0.0003267441,0.000004365121],"category_scores_gemma":[0.0008861503,0.0001091154,0.00003153049,0.00139176,0.002041618,0.0001066773,0.0001372414,0.0002228587,0.000005914567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001072775,"about_ca_system_score_gemma":0.0001610221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001866127,"about_ca_topic_score_gemma":0.00006727419,"domain_scores_codex":[0.998447,0.0000131276,0.000198944,0.0005721251,0.0001171569,0.0006516619],"domain_scores_gemma":[0.999044,0.000117207,0.00006859199,0.0002793392,0.00035342,0.0001374217],"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":[0.00004584724,0.0000399888,0.06629378,0.00000925651,0.000006763179,0.00001457489,0.0000497304,1.813329e-9,0.8103344,0.0154373,0.00003166459,0.1077367],"study_design_scores_gemma":[0.0008712889,0.002169691,0.02959543,0.00003967359,0.00002008422,0.0008128536,0.0006820281,0.00004085919,0.9275299,0.004154857,0.03382091,0.0002624216],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808001,0.0002113195,0.01170614,0.006211888,0.0001289623,0.0005528117,0.000002154969,0.0002376742,0.0001489277],"genre_scores_gemma":[0.8846422,0.00001697289,0.1143823,0.000851323,0.0000484372,0.0000215098,0.000006003545,0.000007737123,0.00002350551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1171955,"threshold_uncertainty_score":0.7522426,"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."}}