{"id":"W4284962590","doi":"","title":"Évaluation des effets d'une contamination chimique complexe d'origine industrielle d'un petit cours d'eau forestier (Vosges, France) : une approche interdisciplinaire","year":2022,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Institut National de la Recherche Scientifique","funders":"","keywords":"Forestry; Humanities; Art; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01098676,0.0008103586,0.0007690552,0.0002391562,0.002427185,0.0005861203,0.001907436,0.000589976,0.005649841],"category_scores_gemma":[0.0006855173,0.000916493,0.0003741166,0.001394557,0.001857932,0.0005157223,0.00298366,0.0017586,0.0003054391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386694,"about_ca_system_score_gemma":0.0004106259,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02018132,"about_ca_topic_score_gemma":0.01208477,"domain_scores_codex":[0.9834013,0.01140909,0.001352294,0.001543,0.001434788,0.00085951],"domain_scores_gemma":[0.9941857,0.001363664,0.0012221,0.002082639,0.0007050279,0.0004408055],"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":[0.0001602172,0.00583299,0.07250051,0.0008326437,0.0004831329,0.00003124524,0.1785331,0.02163914,0.009423576,0.1059087,0.007400881,0.5972539],"study_design_scores_gemma":[0.00356798,0.00001631347,0.5877502,0.003159442,0.0003699828,0.00006058386,0.0033993,0.08289162,0.06260432,0.04929191,0.2046714,0.002216922],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5734012,0.0006122288,0.3368208,0.05396793,0.0008331227,0.001816331,0.0003121746,0.0002551448,0.03198108],"genre_scores_gemma":[0.8673855,0.000600162,0.06183657,0.0002671265,0.00007677596,0.0005089344,0.00301476,0.0001026626,0.06620751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5950369,"threshold_uncertainty_score":0.9993286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0262556468879231,"score_gpt":0.2571525461407007,"score_spread":0.2308968992527776,"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."}}