{"id":"W6903086229","doi":"10.7939/r3-v3xt-ta78","title":"Development Of Shrub And Lichen-Dominated Biocrust Propagation And Establishment Techniques For Reclamation In Northern Environments","year":2022,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shrub; Land reclamation; Tundra; Cutting; Growing season; Arctic","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":[0.00006719293,0.00009675117,0.0001620771,0.0001827072,0.00008748383,0.00001022833,0.00008658726,0.00008990882,0.0008343374],"category_scores_gemma":[0.000005431831,0.0001087311,0.00001889295,0.00008990554,0.00003075471,0.0003483256,0.00002037829,0.00006214045,8.268158e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007817693,"about_ca_system_score_gemma":0.00005736975,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003031082,"about_ca_topic_score_gemma":0.08057493,"domain_scores_codex":[0.9994673,0.0000249517,0.0001542906,0.0001746153,0.00009721379,0.00008160536],"domain_scores_gemma":[0.9996402,0.00007499884,0.0001873987,0.00005997583,0.000006636362,0.00003075847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001366705,0.0001263222,0.8079766,0.001401156,0.00007245528,0.0000052147,0.07367566,0.00001637143,0.002253302,0.00003376655,0.0003761245,0.1126963],"study_design_scores_gemma":[0.0009973114,0.0002892407,0.9199478,0.0003853863,0.00007092291,0.000001659049,0.02790114,0.000877401,0.01377583,0.0001113725,0.03520864,0.0004332768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969893,0.0002024837,0.000004197806,0.0000597893,0.00003176068,0.0004334317,0.000193241,0.000004941392,0.002080934],"genre_scores_gemma":[0.865664,0.00234406,0.005750554,0.00003766289,0.00002414151,0.000003375941,0.1174098,0.000020237,0.008746135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1313252,"threshold_uncertainty_score":0.9362022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140264998477536,"score_gpt":0.1889604696651789,"score_spread":0.1775578196804036,"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."}}