{"id":"W7134101968","doi":"","title":"Cοntributiοn à l'étude des relatiοns entre cοrtèges de végétatiοn et prοcessus hydrοgravitaires : applicatiοns aux falaises des Vaches Νοires, (Νοrmandie,France)","year":2025,"lang":"fr","type":"dissertation","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vegetation (pathology); Typology; Plant community; Colonisation; Psychological resilience; Nova scotia","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":[0.001430003,0.0003974705,0.0002542732,0.001703711,0.000713074,0.002772809,0.0004776487,0.0008726407,0.003013162],"category_scores_gemma":[0.001746129,0.0001590951,0.0004784411,0.001846391,0.0009280833,0.0008659311,0.0005397146,0.000442401,0.0007225385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001301816,"about_ca_system_score_gemma":0.0007404078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04688,"about_ca_topic_score_gemma":0.07825214,"domain_scores_codex":[0.9992827,0.0001670342,0.00001739899,0.0002821945,0.0001732272,0.00007749832],"domain_scores_gemma":[0.998911,0.000498186,0.0002254415,0.00005644724,0.0002562815,0.00005264171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002447348,0.0002413552,0.5686592,0.0008382372,0.0001708441,0.0009511679,0.01606171,0.003301092,0.03343536,0.003605755,0.0022185,0.3702722],"study_design_scores_gemma":[0.000004284867,0.0002359086,0.9642687,0.0001431406,0.00003235111,0.000454767,0.007085306,0.00205549,0.003253564,0.0005082896,0.02192381,0.00003445295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694917,0.00816273,0.007433066,0.000769574,0.0001092285,0.00006203189,0.0005122265,0.00004474407,0.01341485],"genre_scores_gemma":[0.9735546,0.005576515,0.008303691,0.0002173463,0.0001265253,0.00006672554,0.0004061484,0.00003254276,0.01171593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04688,"threshold_uncertainty_score":0.09321427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01245320261161898,"score_gpt":0.242554971424204,"score_spread":0.230101768812585,"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."}}