{"id":"W7131635476","doi":"10.4000/15rs8","title":"Usage du sol et érosion hydrique : application de l’EPM de Gavrilović au bassin d’Abou Al-Aswad (sud-ouest du Liban, milieu méditerranéen semi-aride)","year":2025,"lang":"fr","type":"article","venue":"VertigO","topic":"Iron oxide chemistry and applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Siltation; Forest regeneration; Western europe; Moorland","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006858321,0.0005748745,0.0004772616,0.0001350152,0.0006040832,0.0001618321,0.000736792,0.0007462248,0.0004613691],"category_scores_gemma":[0.000244227,0.0006781839,0.000292843,0.0005862321,0.0002992021,0.0003383251,0.0002785305,0.0007012511,0.0004045118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001185562,"about_ca_system_score_gemma":0.0008871326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004389728,"about_ca_topic_score_gemma":0.002287421,"domain_scores_codex":[0.9966326,0.0003159795,0.0007892802,0.000949577,0.0002877251,0.001024828],"domain_scores_gemma":[0.9975988,0.0004082368,0.0002509312,0.001213366,0.0001362652,0.0003923987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001735918,0.001122479,0.02990572,0.0006348445,0.0001271156,0.00003911972,0.002190151,0.00403959,0.7535449,0.05965839,0.1292623,0.01930175],"study_design_scores_gemma":[0.0007884882,0.00003206298,0.008128311,0.0003291158,0.0001311097,0.00003911414,0.00009111044,0.01832156,0.3027811,0.004890775,0.6639915,0.000475729],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5221031,0.002960365,0.3289836,0.07834534,0.0008696457,0.001039338,0.0002344025,0.0005968148,0.06486741],"genre_scores_gemma":[0.9547928,0.00154994,0.002902819,0.007440472,0.0008380161,0.0006541794,0.0004467414,0.0001015402,0.03127349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5347292,"threshold_uncertainty_score":0.9995669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007025176699106984,"score_gpt":0.2492851641320752,"score_spread":0.2422599874329682,"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."}}