{"id":"W4403461883","doi":"10.1139/cgj-2024-0225","title":"Stability of kangaroo rat burrows in the Sonoran Desert: evidence of biocementation","year":2024,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Desert (philosophy); Geotechnical engineering; Stability (learning theory); Ecology; Geology; Hydrology (agriculture); Geography; Environmental science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009351471,0.00004951806,0.00008630064,0.000055657,0.000100386,0.00001357087,0.0002545127,0.00005766677,0.0008873426],"category_scores_gemma":[0.0001414805,0.0000338788,0.00005019738,0.0002641937,0.000319332,0.0001343934,0.00004302265,0.0002406447,0.00002497828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002432043,"about_ca_system_score_gemma":0.00008210163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01376229,"about_ca_topic_score_gemma":0.1013568,"domain_scores_codex":[0.9993308,0.0000930846,0.0001828191,0.00009892044,0.000140016,0.0001543482],"domain_scores_gemma":[0.9996392,0.0001471096,0.0000388955,0.00009095065,0.00001009272,0.00007375689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006587485,0.0000992025,0.9446176,0.00009473289,0.00004307275,0.00022972,0.003534511,0.0009350491,0.01175294,0.0003341704,0.0251072,0.01318591],"study_design_scores_gemma":[0.0003126089,0.0005697085,0.9752473,0.0002958403,0.00008345845,0.0001074378,0.003439662,0.001138903,0.006092127,0.002717731,0.00976988,0.0002253122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993353,0.0005391156,0.0001078562,0.005527219,0.0000977391,0.0001099713,0.000008535988,0.000003737008,0.0002528447],"genre_scores_gemma":[0.9995911,0.00009567762,0.00008568192,0.0002015592,0.00001116436,0.000002186987,4.724768e-7,0.000001254609,0.00001092412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08759448,"threshold_uncertainty_score":0.9928052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03857624111740071,"score_gpt":0.2583615925868287,"score_spread":0.219785351469428,"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."}}