{"id":"W7043459570","doi":"","title":"Suivi de la dynamique hydrogéomorphologique post déluge de deux cours d’eau du Saguenay (Québec).","year":2025,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Subject (documents); Reflection (computer programming)","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":[0.000238197,0.0003002073,0.0003194615,0.001332048,0.002403585,0.001335398,0.0005102603,0.0006385895,0.007291393],"category_scores_gemma":[0.0007228488,0.0002784039,0.0004109776,0.001570836,0.0009960387,0.000566608,0.0006600152,0.0006553415,0.0007727657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01381466,"about_ca_system_score_gemma":0.004902295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9736216,"about_ca_topic_score_gemma":0.9884772,"domain_scores_codex":[0.9998546,0.000009556955,0.000003961835,0.00003954299,0.00003860028,0.00005381381],"domain_scores_gemma":[0.9992502,0.00006602788,0.00007405371,0.00002708012,0.0004789197,0.0001036902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006925069,0.0000780994,0.9258187,0.0000877315,0.0001480275,0.001660345,0.004807776,0.002826925,0.01477614,0.001148649,0.004623694,0.04333139],"study_design_scores_gemma":[0.000002981468,0.00001152696,0.9952336,0.000009287532,0.000007383194,0.00004647315,0.0009792269,0.0005402624,0.0002311071,0.00003804287,0.002891931,0.000008192951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863396,0.0007176754,0.0007169902,0.0004900164,0.00003102843,0.00003164163,0.002754699,0.00004441953,0.008873919],"genre_scores_gemma":[0.9841695,0.0002300467,0.0004701993,0.0000543584,0.000007302264,0.00002082282,0.00104166,0.00002312591,0.01398299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02637839,"threshold_uncertainty_score":0.1002328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004105862306500625,"score_gpt":0.2073414558117946,"score_spread":0.203235593505294,"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."}}