{"id":"W2031928576","doi":"10.1139/w02-058","title":"Cultivation-dependent characterization of bacterial diversity from British Columbia forest soils subjected to disturbance","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Research (Canada)","funders":"University of British Columbia; Simon Fraser University","keywords":"Actinobacteria; Arthrobacter; Biology; Paenibacillus; Botany; Chryseobacterium; Soil water; 16S ribosomal RNA; Ecology; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005811419,0.00006791591,0.000179181,0.00003334098,0.0001239192,0.00002791757,0.0001852331,0.0001019599,0.0001750934],"category_scores_gemma":[0.00006153061,0.00009450762,0.00006060709,0.00004779268,0.00007210275,0.000001624909,0.0000795189,0.00005023671,0.000002843225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003246877,"about_ca_system_score_gemma":0.00008760867,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03200869,"about_ca_topic_score_gemma":0.4860193,"domain_scores_codex":[0.9993867,0.00004115573,0.0002445955,0.0001380909,0.00002443369,0.0001649856],"domain_scores_gemma":[0.9993457,0.000007533322,0.0001884395,0.0001022142,0.0002130156,0.00014315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001440055,0.00001186378,0.1077661,0.000002262094,0.00006814986,0.000007324199,0.0001607867,0.000005319354,0.8867967,5.308375e-7,0.004460413,0.0007061479],"study_design_scores_gemma":[0.0008832776,0.0004000687,0.8901089,0.00002743865,0.00003914853,0.0001082817,0.00005953876,0.000001099284,0.06072284,0.00003470872,0.04740173,0.0002129755],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976758,0.0004960124,0.00009455686,0.00009669644,0.0005012832,0.00008486756,0.001016782,4.829728e-7,0.00003354704],"genre_scores_gemma":[0.998888,0.0001374118,0.0001326209,0.0001769893,0.0002336015,0.000001070227,0.0001915378,0.000007563578,0.0002311945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8260739,"threshold_uncertainty_score":0.9744372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007758162190429133,"score_gpt":0.1648799608505667,"score_spread":0.1571217986601375,"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."}}