{"id":"W2080055870","doi":"10.1007/s40011-015-0519-8","title":"Comparative Study of Physical Factors and Microbial Diversity of Four Man-Made Extreme Ecosystems","year":2015,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences India Section B Biological Sciences","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Extreme environment; Diversity (politics); Ecosystem; Ecology; Ecosystem diversity; Geography; Environmental science; Biology; Sociology; Anthropology; Bacteria; Genetics","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":[0.000250835,0.0002587607,0.0002930575,0.001282549,0.0006850061,0.0006700443,0.000284155,0.000261946,0.0004875787],"category_scores_gemma":[0.0004193788,0.0001632884,0.0003191184,0.0009336273,0.001126703,0.0003746384,0.0006997875,0.0002436848,0.00007840379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003771251,"about_ca_system_score_gemma":0.0002496578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00365524,"about_ca_topic_score_gemma":0.004778688,"domain_scores_codex":[0.99981,0.00004847077,0.00001318547,0.00004695713,0.00003139244,0.00004992181],"domain_scores_gemma":[0.999703,0.00008604033,0.00005528961,0.00002284944,0.00005053571,0.00008223707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003901893,0.0003105145,0.7924184,0.0001305635,0.0005328546,0.0009583768,0.003948847,0.0009140997,0.1831573,0.0006036932,0.00006369409,0.01305979],"study_design_scores_gemma":[0.00001154529,0.000325896,0.994285,0.000002512257,0.00005233186,0.000303222,0.00145265,0.0003192008,0.002841889,0.0001198255,0.0002761607,0.000009752056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998332,0.00002865668,0.00002902972,0.000002187986,4.790101e-7,8.856449e-7,0.00001498303,5.126727e-7,0.00008999574],"genre_scores_gemma":[0.9998021,0.00003600183,0.00004896995,0.000002300866,0.000001487694,0.000001263753,0.00005490827,5.358085e-7,0.00005258797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00365524,"threshold_uncertainty_score":0.007267892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1743382596026698,"score_gpt":0.3157801873891057,"score_spread":0.1414419277864359,"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."}}