{"id":"W3033627025","doi":"10.21083/ibol.v10i1.6180","title":"Spring into action: Life in Earth’s rarest soils under threat","year":2020,"lang":"en","type":"article","venue":"iBOL Barcode Bulletin","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Spring (device); Earth (classical element); Action (physics); Soil water; Environmental science; Earth science; Geology; Engineering; Soil science; Mathematics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0009363769,0.0002449301,0.0001621871,0.0008499819,0.002687658,0.003701138,0.0004945516,0.001313635,0.0138368],"category_scores_gemma":[0.00392113,0.0001466921,0.0001247706,0.0007125645,0.002997973,0.002891209,0.00352571,0.001807646,0.001415666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00197958,"about_ca_system_score_gemma":0.0025816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02978911,"about_ca_topic_score_gemma":0.1049512,"domain_scores_codex":[0.9996201,0.00009486124,0.0000121344,0.0000326232,0.0000891478,0.0001511252],"domain_scores_gemma":[0.9981847,0.0003350184,0.0003055077,0.0001106478,0.0002101516,0.0008540144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004895628,0.0001258055,0.09712105,0.0002426726,0.00004003528,0.001236513,0.03469008,0.0008641729,0.004229274,0.0979017,0.3996799,0.3633792],"study_design_scores_gemma":[0.00002068075,0.0000906854,0.1077933,0.0004050636,0.00001856788,0.0005038799,0.04886912,0.0007560617,0.001057869,0.04173134,0.7986918,0.00006161925],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4949995,0.004986641,0.00465087,0.1382224,0.002542405,0.00003973655,0.002464008,0.0008600742,0.3512343],"genre_scores_gemma":[0.9615598,0.001798167,0.001943375,0.003951175,0.0003420677,0.00002591604,0.0006931695,0.0001548507,0.0295316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02978911,"threshold_uncertainty_score":0.05923146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179392005369161,"score_gpt":0.2281696239025205,"score_spread":0.2102304233656044,"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."}}