{"id":"W2626092915","doi":"10.4000/geomorphologie.11702","title":"Les transformations anthropiques d’un cours d’eau de faible énergie et leurs conséquences, approche géomorphologique et géoarchéologique dans la moyenne vallée de la Seulles, Normandie","year":2017,"lang":"fr","type":"article","venue":"Géomorphologie relief processus environnement","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Humanities; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.004372772,0.0009124972,0.000854429,0.00008452957,0.002267609,0.0006280061,0.001947129,0.001526415,0.001231311],"category_scores_gemma":[0.0005337304,0.0005605823,0.0003930625,0.0002328699,0.005567613,0.0006769004,0.0003284416,0.001639451,0.00008634474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005208823,"about_ca_system_score_gemma":0.000568965,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01606825,"about_ca_topic_score_gemma":0.005842587,"domain_scores_codex":[0.9935575,0.0018643,0.0009879839,0.001163829,0.0006623885,0.00176405],"domain_scores_gemma":[0.9966629,0.001281247,0.0007286186,0.0005618859,0.0001475797,0.0006177393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001183832,0.01339283,0.3061986,0.001924841,0.001080931,0.005922197,0.02057019,0.007737763,0.223551,0.2522416,0.03275444,0.1334418],"study_design_scores_gemma":[0.006241891,0.005523674,0.4439881,0.001337832,0.0009650611,0.002678037,0.0267427,0.001420714,0.0754401,0.02806158,0.4036661,0.003934148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8766699,0.006856388,0.01098887,0.06064574,0.000586036,0.001504408,0.0007151402,0.0005917308,0.04144182],"genre_scores_gemma":[0.907563,0.07974803,0.006820246,0.002344826,0.0001538107,0.0004650629,0.000468728,0.00002546303,0.002410875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3709117,"threshold_uncertainty_score":0.9997698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05358501742823641,"score_gpt":0.2977361909683033,"score_spread":0.2441511735400669,"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."}}