{"id":"W3109117043","doi":"10.1002/2688-8319.12031","title":"Examining assumptions of soil microbial ecology in the monitoring of ecological restoration","year":2020,"lang":"en","type":"article","venue":"Ecological Solutions and Evidence","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Curtin University of Technology; Australian Government","keywords":"Restoration ecology; Ecology; Benchmark (surveying); Environmental science; Environmental DNA; Environmental resource management; Microbial population biology; Biology; Geography; Biodiversity; Cartography","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":[0.05953931,0.000714435,0.0006516991,0.001654243,0.0009722452,0.003551839,0.002341548,0.002167143,0.0008822461],"category_scores_gemma":[0.2029702,0.0003763393,0.0005597069,0.001024124,0.005925081,0.006122383,0.003371935,0.002064883,0.0002061119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003599907,"about_ca_system_score_gemma":0.002062319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007407444,"about_ca_topic_score_gemma":0.005678487,"domain_scores_codex":[0.974337,0.01907325,0.001084653,0.002258768,0.002749444,0.0004970288],"domain_scores_gemma":[0.8168557,0.1437961,0.02563396,0.005764503,0.006804825,0.00114503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001112488,0.0003305729,0.6152576,0.001051205,0.0008714224,0.0005692082,0.001172078,0.2080124,0.00393862,0.07252789,0.001091745,0.09406478],"study_design_scores_gemma":[0.0001074717,0.001440257,0.172998,0.001118779,0.0002456458,0.0005053627,0.003303242,0.5858915,0.007157585,0.2229064,0.004158097,0.0001675393],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8227288,0.003168527,0.1503579,0.01214507,0.0001329331,0.0001877597,0.0005190913,0.0001201329,0.01063988],"genre_scores_gemma":[0.9859841,0.0002995536,0.01306799,0.0003880584,0.00003241306,0.00005299566,0.00008941992,0.000005837471,0.00007960161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05953931,"threshold_uncertainty_score":0.3148777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1501322435742933,"score_gpt":0.2909722954540243,"score_spread":0.140840051879731,"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."}}