{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007695848,0.0001099987,0.0001252404,0.00007051483,0.0004146823,0.00009122189,0.0006282093,0.0000625263,0.001162997],"category_scores_gemma":[0.0006732974,0.00009257483,0.00002816609,0.001026663,0.0007988803,0.0003365679,0.0007787995,0.0001257314,0.001017517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002286298,"about_ca_system_score_gemma":0.0001160969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006511568,"about_ca_topic_score_gemma":0.0006845064,"domain_scores_codex":[0.9978508,0.00008681037,0.0001490945,0.0007308364,0.0005989819,0.0005834958],"domain_scores_gemma":[0.9991778,0.00009770323,0.00004041861,0.0002889212,0.00001821654,0.0003769805],"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":[0.000007798547,0.0001174078,0.0346818,0.000001276043,9.687304e-7,0.00003552851,0.0001999742,0.00001522496,0.9551318,0.0002042706,0.0003665759,0.009237425],"study_design_scores_gemma":[0.0001177563,0.0001439755,0.6665481,0.00001132793,0.000001762191,0.00001618901,0.0002310241,0.0009011209,0.3256457,0.0005812438,0.005636412,0.000165301],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943967,0.00005702189,0.001118044,0.001242564,0.0002092054,0.0002908911,0.00002633192,0.00002644192,0.002632781],"genre_scores_gemma":[0.9958982,0.00004535431,0.003021752,0.0007842758,0.00003035377,0.00002484623,0.00001455776,0.000003487296,0.0001771206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6318663,"threshold_uncertainty_score":0.9997603,"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."}}