{"id":"W4412997823","doi":"10.18280/i2m.240302","title":"Novel Technique for Measuring Erosion in Riverbanks: Tigris River Case at Baiji City-Iraq","year":2025,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Groundwater and Watershed Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Erosion; Hydrology (agriculture); Bank; Environmental science; Geology; Water resource management; Physical geography; Geomorphology; Geography; Remote sensing; Geotechnical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003010968,0.0003635215,0.0002128732,0.001468863,0.0006690319,0.000560594,0.0004416411,0.0005332179,0.0005739792],"category_scores_gemma":[0.0003007038,0.0001806184,0.0001752432,0.001885019,0.0003150432,0.0002382928,0.0003946721,0.0003246401,0.0002108278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004369815,"about_ca_system_score_gemma":0.000408935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02352524,"about_ca_topic_score_gemma":0.08288536,"domain_scores_codex":[0.9997448,0.00003297047,0.00001524329,0.00006811803,0.00009105349,0.00004781549],"domain_scores_gemma":[0.9998776,0.00001558563,0.00003046497,0.00001117703,0.00005088235,0.00001418448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001204374,0.0002645997,0.8514835,0.0001656711,0.00005553192,0.005562697,0.003737309,0.003001622,0.07597285,0.000396575,0.00144801,0.0577912],"study_design_scores_gemma":[0.00001012071,0.0001080847,0.9812888,0.00002218989,0.00002837778,0.0009607521,0.003349788,0.007058664,0.005195782,0.0001110944,0.00184489,0.00002146245],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942012,0.00009395686,0.002384591,0.00007258139,0.00001433632,0.00004880767,0.0004059592,0.00005066524,0.002727987],"genre_scores_gemma":[0.9905561,0.0001623578,0.00793334,0.0000217936,0.00001210539,0.00004216254,0.0002680714,0.000006110916,0.0009979893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02352524,"threshold_uncertainty_score":0.04677659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02964456563032786,"score_gpt":0.2726646011702334,"score_spread":0.2430200355399055,"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."}}