{"id":"W4285783867","doi":"10.4000/dynenviron.5144","title":"Biodiversité et gestion adaptée des milieux rivulaires en Réserve biologique dirigée de Vire-Vieille, Vignotte et Batejin : la phytosociologie, une science au service du gestionnaire","year":2019,"lang":"fr","type":"article","venue":"Dynamiques environnementales","topic":"Mediterranean and Iberian flora and fauna","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Bank Note Company (Canada)","funders":"","keywords":"Humanities; Political science; Art","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":[0.0006474026,0.0001747542,0.0002585915,0.0006639087,0.0008243317,0.001058937,0.0003115076,0.0002599449,0.001231561],"category_scores_gemma":[0.0004279251,0.0001040456,0.0001509886,0.0006573923,0.0003821487,0.0003176517,0.0005161497,0.0001722991,0.0002142537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001437798,"about_ca_system_score_gemma":0.0008947853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06089099,"about_ca_topic_score_gemma":0.1383481,"domain_scores_codex":[0.9997737,0.00005237237,0.000007231451,0.00007152477,0.00004887875,0.00004625205],"domain_scores_gemma":[0.9997984,0.00002880687,0.00007200617,0.00001738101,0.00005304993,0.00003046021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003756695,0.00008019979,0.8168604,0.0001470414,0.0001470234,0.0004454677,0.006659969,0.001142752,0.07747572,0.001653985,0.0004709086,0.09454086],"study_design_scores_gemma":[0.000002899128,0.0000473691,0.9905483,0.00001768097,0.00001398474,0.0001161989,0.0009947384,0.0001900508,0.0009992153,0.0001161326,0.006947378,0.000006029982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951114,0.0008188185,0.0002344857,0.00009179265,0.000004657145,0.000004541217,0.0001045634,0.000007842255,0.003621927],"genre_scores_gemma":[0.9961893,0.0002894196,0.0006654165,0.00003059599,0.000003367715,0.000008376214,0.0001430819,0.000006341999,0.002664133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06089099,"threshold_uncertainty_score":0.1210731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01804035627517255,"score_gpt":0.2408415418403426,"score_spread":0.22280118556517,"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."}}