{"id":"W4287115462","doi":"","title":"Soil bioengineering for riverbank protection, what benefits for biodiversity?","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Biodiversity; Environmental science; Environmental resource management; Business; Ecology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0023643,0.0005276408,0.0009823982,0.0007236356,0.0006080829,0.005871564,0.0006161903,0.00438478,0.03653033],"category_scores_gemma":[0.004556648,0.0001331385,0.0005895869,0.001026768,0.001695286,0.00411266,0.0007472517,0.001223576,0.002471138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001849646,"about_ca_system_score_gemma":0.002473295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002464434,"about_ca_topic_score_gemma":0.004025758,"domain_scores_codex":[0.9991904,0.0002480512,0.00003645687,0.0001543227,0.0002234536,0.0001473751],"domain_scores_gemma":[0.9971187,0.00141535,0.0003109395,0.0001530754,0.0006641418,0.0003377831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006880211,0.0003855068,0.006645443,0.007682428,0.0003075082,0.0008236773,0.0007694229,0.005019859,0.02103637,0.163421,0.1198528,0.673368],"study_design_scores_gemma":[0.0001178169,0.000492382,0.02219593,0.005408065,0.0002962354,0.001209509,0.007953447,0.003283289,0.01065487,0.3943903,0.5538617,0.0001365263],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06552061,0.3227554,0.01180362,0.4083712,0.008471064,0.00005448654,0.0006938294,0.0001802397,0.1821496],"genre_scores_gemma":[0.57571,0.3148934,0.006277166,0.02266558,0.01081508,0.00009022643,0.0003326468,0.000157955,0.069058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03653033,"threshold_uncertainty_score":0.1222062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723824995875413,"score_gpt":0.1966738079695595,"score_spread":0.1694355580108054,"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."}}