{"id":"W7062215133","doi":"","title":"Survival & growth of sandbar willow, Salix interior, in bioengineering projects, and the implications for use in erosion control in Manitoba","year":2015,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Willow; Cutting; Erosion; Flooding (psychology); Erosion control; Shoot; Salicaceae; Peat; Windbreak","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002081765,0.0002836364,0.0001172471,0.0004339046,0.0007207577,0.0005808076,0.0003628536,0.0001371407,0.0009901408],"category_scores_gemma":[0.0001869623,0.0001095145,0.0001386307,0.0003710462,0.0003006849,0.0001976155,0.0003012013,0.0002754521,0.0004009534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002397385,"about_ca_system_score_gemma":0.001391118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3394077,"about_ca_topic_score_gemma":0.6987947,"domain_scores_codex":[0.9999077,0.000008802447,0.000003265287,0.00002592933,0.00002156981,0.00003269633],"domain_scores_gemma":[0.9997277,0.00001502656,0.00004975848,0.000006877427,0.00008472464,0.000115851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004434434,0.0004338314,0.902859,0.00005434558,0.00003515198,0.0005738663,0.003090546,0.0002303918,0.07499102,0.000120225,0.0006685423,0.01649958],"study_design_scores_gemma":[0.000002623703,0.0001883174,0.9971084,0.000006769158,0.000006004546,0.00003075408,0.001249565,0.0001203051,0.0007696646,0.00001401844,0.0004996386,0.000003931206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999041,0.0001283245,0.00002600878,0.00003271362,0.0000021197,0.00000376405,0.0001526584,0.000003188517,0.000610096],"genre_scores_gemma":[0.9954603,0.0002342054,0.0001533847,0.00005390542,0.000002227362,0.0000100787,0.0004390513,0.000002753909,0.003644063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6605923,"threshold_uncertainty_score":0.6748644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028019270782256,"score_gpt":0.2041945906513427,"score_spread":0.1839143979435202,"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."}}