{"id":"W4248450560","doi":"10.24124/2018/58859","title":"Ecological restoration of biocrusts in alpine tundra biomes.","year":2018,"lang":"en","type":"dissertation","venue":"","topic":"Biocrusts and Microbial Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Department Ecosystem Science and Management, Texas A and M University; Génome Québec; University of Northern British Columbia","keywords":"Tundra; Lichen; Biome; Ecology; Ecosystem; Restoration ecology; Environmental science; Habitat; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001792945,0.0001828166,0.0003606303,0.00005006425,0.0000553673,0.00001809787,0.0002296383,0.0006748496,0.00507132],"category_scores_gemma":[0.00005755239,0.00006532492,0.00009438911,0.0004071342,0.00008267558,0.00005642674,0.0000338864,0.0001490617,0.00008732381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004338815,"about_ca_system_score_gemma":0.00003059336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009961865,"about_ca_topic_score_gemma":0.08829805,"domain_scores_codex":[0.9988253,0.000055877,0.0004325839,0.0003397255,0.0001035062,0.0002429918],"domain_scores_gemma":[0.999485,0.00005748,0.0002309616,0.00005202516,0.0001282206,0.00004633922],"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":[0.0002002115,0.0004743514,0.0009921176,0.00005386971,0.00002043942,0.000007797265,0.000117972,4.047107e-7,0.9057464,0.001015245,0.01857503,0.07279617],"study_design_scores_gemma":[0.000361379,0.001689737,0.8164437,0.00009390781,0.00002725667,0.000004773784,0.0009506533,0.00001377677,0.04976205,0.0006920784,0.1294384,0.0005223331],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871013,0.0001343215,1.377793e-7,0.0003528138,0.0006282044,0.0002825469,0.00003907401,0.00002975898,0.01143182],"genre_scores_gemma":[0.9868933,0.0001787416,0.0001314282,0.0001514029,0.0002490039,0.00001862955,0.002105897,0.000001343987,0.01027023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8559843,"threshold_uncertainty_score":0.9958382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01500006456405572,"score_gpt":0.2411429093290054,"score_spread":0.2261428447649497,"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."}}