{"id":"W4406588558","doi":"10.1016/j.actaastro.2025.01.044","title":"Cure or Curse? Simulation indicates that microbes proliferate under disinfection measures in the space station","year":2025,"lang":"en","type":"article","venue":"Acta Astronautica","topic":"Spaceflight effects on biology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Natural Science Foundation of China","keywords":"Space (punctuation); Curse; Curse of dimensionality; Environmental science; Computer science; Aerospace engineering; Engineering; Reliability engineering; Simulation; Biochemical engineering; Artificial intelligence; Sociology","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":[0.0002645676,0.0002928508,0.000294931,0.0002379829,0.0004088937,0.0007096674,0.0003472903,0.000977039,0.004583966],"category_scores_gemma":[0.00135775,0.000153196,0.0004093475,0.0001956699,0.0003226881,0.000401596,0.0003616071,0.0003954534,0.0003748844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004469717,"about_ca_system_score_gemma":0.0008678202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02303878,"about_ca_topic_score_gemma":0.02177272,"domain_scores_codex":[0.999835,0.00004809248,0.00000592415,0.00002767931,0.00002980431,0.00005347664],"domain_scores_gemma":[0.9992235,0.000438564,0.00006642198,0.00004429225,0.0001208221,0.0001064412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00225542,0.001301877,0.1495926,0.0002462234,0.0001506642,0.0009670313,0.000928126,0.7890939,0.02544516,0.002844165,0.004592282,0.02258268],"study_design_scores_gemma":[0.0002063281,0.00306454,0.06786984,0.00004853795,0.0001343748,0.0001698482,0.003463665,0.9064048,0.01135351,0.002164794,0.005045056,0.00007473677],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947211,0.00004019526,0.00115833,0.0002919964,0.00003947658,0.00002101061,0.0002427397,0.00004873591,0.003436452],"genre_scores_gemma":[0.9979554,0.00003706759,0.0007918295,0.00004057238,0.000002545094,0.00001056794,0.0001913371,0.000006265509,0.0009644908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02303878,"threshold_uncertainty_score":0.04580933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02860568459696871,"score_gpt":0.3394687056486474,"score_spread":0.3108630210516787,"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."}}