{"id":"W2271304073","doi":"10.14288/1.0088593","title":"Ecology of the microbiotic crust of the antelope-brush (Purshia tridentata) shrub steppe of the South Okanagan, British Columbia","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Biocrusts and Microbial Ecology","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecology; Steppe; Shrub; Geography; Archaeology; Forestry; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002677372,0.00007146366,0.0004833978,0.000008582995,0.0004943616,0.0000773577,0.001536513,0.0002539392,0.0005877432],"category_scores_gemma":[0.00007569721,0.00008484557,0.0004334871,0.0007068818,0.001307494,0.0001157463,0.0004853258,0.0002366892,0.000002722545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005122109,"about_ca_system_score_gemma":0.00009760697,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2548754,"about_ca_topic_score_gemma":0.931086,"domain_scores_codex":[0.9984651,0.0002482373,0.0003501166,0.0003692412,0.0002194674,0.0003478523],"domain_scores_gemma":[0.9986808,0.00008837279,0.0006354129,0.0002588115,0.000274399,0.00006222583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005179167,0.0009518986,0.3809936,0.0001313451,0.0001571638,0.00002851123,0.0004531972,0.00001097926,0.2636102,0.000008942351,0.04464758,0.3089548],"study_design_scores_gemma":[0.0006406555,0.0002359473,0.995875,0.0001923715,0.00009376774,0.00008459966,0.001562657,0.000002840358,0.0002362239,0.0001239241,0.0008063882,0.0001456233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996553,0.0001442299,5.127616e-7,0.0009306194,0.0003914535,0.0006006206,0.0009465817,0.0000142659,0.0004187316],"genre_scores_gemma":[0.997284,0.00009031002,0.00001997333,0.0002913181,0.00003132949,2.885383e-7,0.000009437418,0.000002229043,0.002271137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6762106,"threshold_uncertainty_score":0.7500865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005939258873042301,"score_gpt":0.1427597747822101,"score_spread":0.1368205159091678,"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."}}