{"id":"W3088710302","doi":"10.4000/geomorphologie.11893","title":"La géomorphologie des bassins-versants sous l’angle de la connectivité : est-ce réinventer la roue ou changer de paradigme ?","year":2017,"lang":"fr","type":"article","venue":"Géomorphologie relief processus environnement","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Humanities; Philosophy; 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","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.002963791,0.0008672292,0.0008064503,0.00006390777,0.001817315,0.0006359008,0.001690338,0.001253537,0.002778401],"category_scores_gemma":[0.0007957028,0.000513714,0.0004124231,0.0002073991,0.004417292,0.0004695398,0.0005148267,0.0009465149,0.0004465191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006603347,"about_ca_system_score_gemma":0.0002859074,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009339392,"about_ca_topic_score_gemma":0.002204154,"domain_scores_codex":[0.9940253,0.001058829,0.0006557162,0.001320322,0.0006413395,0.002298532],"domain_scores_gemma":[0.9967871,0.001114808,0.0005961303,0.0006123749,0.00008099734,0.0008085885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009024235,0.008288536,0.5554932,0.0007845107,0.0004771718,0.00928402,0.002425321,0.0004290068,0.06510156,0.01177189,0.02471519,0.3203272],"study_design_scores_gemma":[0.002778543,0.001783488,0.5184758,0.0006630067,0.0004123515,0.001172373,0.001434738,0.0004499137,0.01370056,0.006261872,0.4513379,0.001529501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9460694,0.009935518,0.0003801999,0.01351493,0.0009219112,0.0008488537,0.0002817346,0.0003145061,0.02773291],"genre_scores_gemma":[0.9759267,0.01558646,0.0007538806,0.001370815,0.0004237965,0.000274189,0.00009927967,0.00002821144,0.005536687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4266227,"threshold_uncertainty_score":0.9997314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04749463581452272,"score_gpt":0.2816870355577946,"score_spread":0.2341923997432718,"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."}}