{"id":"W4299393222","doi":"","title":"Apport d’informations qualitatives pour l’estimation des teneurs en milieux hétérogènes : cas d’une pollution de sols par des hydrocarbures aromatiques polycycliques (HAP).","year":2003,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre de Géomatique du Québec","funders":"","keywords":"Pollution; Environmental chemistry; Environmental science; Chemistry; Biology; Ecology","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":[0.004218037,0.00104412,0.0007550145,0.005811242,0.000701673,0.001662399,0.0005257928,0.001426822,0.008920123],"category_scores_gemma":[0.008631282,0.0004954231,0.00112809,0.002384217,0.001009459,0.001299239,0.0006602816,0.0009892418,0.001152429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0010634,"about_ca_system_score_gemma":0.0006017071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007933827,"about_ca_topic_score_gemma":0.008608516,"domain_scores_codex":[0.9972284,0.0009706569,0.000183124,0.0003291122,0.001138419,0.0001502799],"domain_scores_gemma":[0.9881661,0.007995733,0.000588752,0.0005188439,0.002563805,0.0001668803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002460424,0.0006605754,0.04750161,0.004761358,0.0005475631,0.00107138,0.007082417,0.01536224,0.648382,0.002472528,0.003351495,0.2663465],"study_design_scores_gemma":[0.0003369621,0.002966945,0.2866679,0.0009888049,0.0009406842,0.002660603,0.01619027,0.1063053,0.503302,0.01180224,0.06711253,0.000725729],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.616638,0.005249859,0.3407246,0.001223156,0.0003891589,0.0007797699,0.01367211,0.001471234,0.01985209],"genre_scores_gemma":[0.8685417,0.001673032,0.1192185,0.0002206476,0.0000845123,0.0007170794,0.002987265,0.0001402776,0.006416983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008920123,"threshold_uncertainty_score":0.02984083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0205017912807731,"score_gpt":0.2641011269582013,"score_spread":0.2435993356774282,"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."}}