{"id":"W2323093550","doi":"10.1061/41036(342)287","title":"Modeling the Evolution of Incised Streams in Hammar Mesopotomian Marsh with Emphasis on the Contribution of Tidal Flow in the Filling Requirements","year":2009,"lang":"en","type":"article","venue":"World Environmental and Water Resources Congress 2009","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Marsh; Wetland; STREAMS; Environmental science; Hydrology (agriculture); Geology; Ecology; Biology; Geotechnical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001082883,0.0001567536,0.0001850388,0.0001235594,0.0003320985,0.00006337535,0.000364594,0.00004109992,0.00004861307],"category_scores_gemma":[0.000005667093,0.00007260963,0.00004764221,0.000168585,0.0004741279,0.0001113002,0.00004372324,0.0001667264,0.000002922563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001773883,"about_ca_system_score_gemma":0.000006377205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001604719,"about_ca_topic_score_gemma":0.004615615,"domain_scores_codex":[0.9981155,0.0004337232,0.000335534,0.0002220354,0.0005634484,0.0003297615],"domain_scores_gemma":[0.9995896,0.00006110896,0.000081436,0.0002292575,0.000006214936,0.00003234702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002987503,0.002087521,0.4238687,0.0000572913,0.0002227712,0.00006822967,0.2691175,0.2166364,0.005510274,0.004779322,0.0001036016,0.0745609],"study_design_scores_gemma":[0.01710587,0.002854465,0.5353951,0.00217276,0.00047826,0.00001239416,0.1862027,0.1503645,0.01812872,0.01259252,0.07246876,0.002223938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946588,0.0002044883,0.00005067355,0.002861821,0.00002090954,0.0007275252,0.00001301125,0.000008062239,0.001454687],"genre_scores_gemma":[0.9994808,0.0000493345,0.00002036881,0.0001764181,0.00002677621,0.0000237232,0.00001168632,0.000007121245,0.0002037153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1115264,"threshold_uncertainty_score":0.2960935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030244993540999,"score_gpt":0.2150545274723788,"score_spread":0.2047520775369688,"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."}}