{"id":"W3214916575","doi":"10.1093/biosci/biab115","title":"Planetary Biosecurity: Applying Invasion Science to Prevent Biological Contamination from Space Travel","year":2021,"lang":"en","type":"article","venue":"BioScience","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Japan Aerospace Exploration Agency","keywords":"Biosecurity; Context (archaeology); Organism; Alien species; Extraterrestrial life; Environmental planning; Environmental resource management; Risk analysis (engineering); Biology; Invasive species; Ecology; Geography; Business; Environmental science; Astrobiology","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":[0.006444947,0.0007133526,0.0004836268,0.001935642,0.001364916,0.003502137,0.001217794,0.001714983,0.007310508],"category_scores_gemma":[0.007871682,0.0002666855,0.0006165742,0.0006756683,0.004118305,0.00291217,0.004357112,0.001970234,0.0008748081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001787741,"about_ca_system_score_gemma":0.004762133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003304388,"about_ca_topic_score_gemma":0.00426774,"domain_scores_codex":[0.9985346,0.0007949406,0.00006203405,0.0001523864,0.0003174137,0.0001386802],"domain_scores_gemma":[0.9971082,0.001272807,0.0004344971,0.0002990016,0.0004720183,0.0004136182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002809777,0.000656417,0.02058919,0.002398668,0.0002228287,0.0004345605,0.001641306,0.01493678,0.01654298,0.1311592,0.01961519,0.7915218],"study_design_scores_gemma":[0.0001961193,0.002075026,0.04258568,0.004832551,0.0003219927,0.001261673,0.01366654,0.06259168,0.03010232,0.5658625,0.2762252,0.0002785817],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.159401,0.0498092,0.420145,0.1841955,0.003363072,0.001361756,0.0004591063,0.00160224,0.1796631],"genre_scores_gemma":[0.7733659,0.02274108,0.1866377,0.006904023,0.0004985927,0.0003614147,0.0001592368,0.0001033706,0.009228798],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007310508,"threshold_uncertainty_score":0.03408456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03220053376494968,"score_gpt":0.2668138445433165,"score_spread":0.2346133107783668,"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."}}