{"id":"W2571592737","doi":"10.1101/099374","title":"Biofilms Confer Resistance to Simulated Extra-terrestrial Geochemical Extremes","year":2017,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Planetary Science and Exploration","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofilm; Desiccation; Martian; Mars Exploration Program; Cyanobacteria; Extremophile; Environmental chemistry; Chemistry; Geochemistry; Geology; Environmental science; Microorganism; Biology; Bacteria; Astrobiology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001629808,0.0003818368,0.0003112526,0.0001381717,0.0002318734,0.0004423104,0.0002577234,0.0003933397,0.001011434],"category_scores_gemma":[0.0003258981,0.0001533862,0.0002888592,0.0001091741,0.0001730989,0.000210831,0.0006977405,0.0005219412,0.0001191073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003958372,"about_ca_system_score_gemma":0.0002534285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003183978,"about_ca_topic_score_gemma":0.003999081,"domain_scores_codex":[0.9997085,0.0000391295,0.00001728681,0.00004690081,0.0001177706,0.00007041403],"domain_scores_gemma":[0.9997775,0.00003615249,0.0000648616,0.00001883773,0.00006191995,0.00004066759],"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":[0.0001239524,0.00003577406,0.001574581,0.00004496591,0.00001201689,0.0000432101,0.00006199002,0.0004232215,0.9967262,0.00003248201,0.00005969122,0.0008619374],"study_design_scores_gemma":[0.00003824111,0.002311098,0.08052278,0.00003085754,0.00005543091,0.0001545096,0.000672696,0.006544798,0.9058627,0.0001822538,0.003591346,0.00003322499],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987832,0.0001995727,0.0003024477,0.00002915702,0.00001296924,0.00002259855,0.0001678641,0.00001186174,0.0004703994],"genre_scores_gemma":[0.9983589,0.0001633396,0.0006050702,0.00003327844,0.000005773284,0.00002276907,0.000224411,0.000005784118,0.0005805384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003183978,"threshold_uncertainty_score":0.006330907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02618665891530535,"score_gpt":0.2383898950819311,"score_spread":0.2122032361666257,"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."}}