{"id":"W4285091813","doi":"10.1128/aem.00594-22","title":"Selection of <i>Anabaena</i> sp. PCC 7938 as a Cyanobacterium Model for Biological ISRU on Mars","year":2022,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Spaceflight effects on biology","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Freie Hansestadt Bremen; Universität Bremen; Alexander von Humboldt-Stiftung","keywords":"Cyanobacteria; Mars Exploration Program; Anabaena; Selection (genetic algorithm); Astrobiology; Biology; Microbiology; Bacteria; Chemistry; Genetics; Computer science","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":[0.0004115241,0.0004650122,0.0004108417,0.0002935264,0.0005476278,0.0006301936,0.0006455096,0.0004024486,0.000730439],"category_scores_gemma":[0.0003456369,0.0001066751,0.0002635457,0.0005201292,0.00020323,0.0003044014,0.0006202828,0.0005671646,0.0004385386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004241833,"about_ca_system_score_gemma":0.0004902366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004465632,"about_ca_topic_score_gemma":0.003845575,"domain_scores_codex":[0.9994272,0.0001380792,0.00005021152,0.0001071169,0.0001742016,0.000103288],"domain_scores_gemma":[0.9997465,0.0000281085,0.00005084707,0.00003800157,0.00006037795,0.00007602086],"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":[0.000173862,0.0001472515,0.001033459,0.0000606132,0.000009082754,0.0002049238,0.00007670298,0.0005221339,0.9952447,0.0003752351,0.000135144,0.002016878],"study_design_scores_gemma":[0.00006046688,0.001836983,0.01037033,0.00005147854,0.00005683084,0.0005594061,0.0005755416,0.005309026,0.9702176,0.000354862,0.01055811,0.00004939466],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932545,0.0002210288,0.00294159,0.0002126544,0.00004883626,0.0001205458,0.0006701983,0.00005121639,0.002479525],"genre_scores_gemma":[0.9847265,0.0004676553,0.01008549,0.00008579945,0.00001698696,0.000168058,0.001541601,0.00005653632,0.002851375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004465632,"threshold_uncertainty_score":0.008879304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009325739216043974,"score_gpt":0.2120609408827113,"score_spread":0.2027352016666673,"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."}}