{"id":"W3106142109","doi":"10.1093/femsec/fiaa227","title":"The microbial rare biosphere: current concepts, methods and ecological principles","year":2020,"lang":"en","type":"review","venue":"FEMS Microbiology Ecology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":163,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Nuclear Fuel Cycle and Supply Chain; Fundação para a Ciência e a Tecnologia","keywords":"Biosphere; Biology; Ecology; Functional ecology; Context (archaeology); Microbial ecology; Abundance (ecology); Pace; Ecosystem; Geography","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.001326416,0.000973579,0.002844616,0.00005715306,0.001379455,0.00005231292,0.001997647,0.002024403,0.006516084],"category_scores_gemma":[0.0005765973,0.0006519358,0.0005587694,0.0003674799,0.004856497,0.00006331625,0.004176656,0.002771667,0.002548475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003990979,"about_ca_system_score_gemma":0.0002516043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003111585,"about_ca_topic_score_gemma":0.001963157,"domain_scores_codex":[0.9891859,0.006886857,0.001273102,0.001353437,0.00003947045,0.001261189],"domain_scores_gemma":[0.9937383,0.004236432,0.0009080946,0.0008469091,0.00002424706,0.0002460471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005395298,0.0002027133,0.000140551,0.0005254592,0.0003537962,0.00003993066,0.0001609927,0.000002786542,0.001526223,0.0006901132,0.05610465,0.9401988],"study_design_scores_gemma":[0.0003337544,0.0004183322,0.0002074273,0.000123607,0.0003494486,0.0007442349,0.00002544965,0.000003769701,0.00001613,0.0002921174,0.996829,0.0006566942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007537457,0.9928852,0.00002460772,0.0005636041,0.002912453,0.001648565,0.0002436759,0.0001197227,0.0008484425],"genre_scores_gemma":[0.00005566449,0.9957156,0.001614481,0.0007468762,0.0002560709,0.0002405698,0.000704055,0.00006713811,0.0005995234],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9407244,"threshold_uncertainty_score":0.9999206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0560663302718406,"score_gpt":0.3701021278916243,"score_spread":0.3140357976197837,"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."}}