{"id":"W3005407373","doi":"","title":"Three perspectives on bedload transport at a sandy gravel beach (Advocate Harbour, Nova Scotia) with focus on sediment properties","year":2012,"lang":"en","type":"article","venue":"AGUFM","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Nova scotia; Bed load; Harbour; Geology; Sediment transport; Sediment; Dredging; Focus (optics); Hydrology (agriculture); Hyperconcentrated flow; Oceanography; Geomorphology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001419255,0.0002212613,0.0001866426,0.00006946404,0.000142562,0.00002263412,0.000145817,0.00004773616,0.0006161284],"category_scores_gemma":[0.000005297777,0.0001382116,0.00006342496,0.0001262435,0.0001175278,0.0001636158,0.00001492087,0.0001632637,0.0003615368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001903519,"about_ca_system_score_gemma":0.00003460667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01687261,"about_ca_topic_score_gemma":0.0658251,"domain_scores_codex":[0.9987511,0.00001713325,0.0001363317,0.0002967537,0.000351093,0.0004475604],"domain_scores_gemma":[0.9994993,0.00002610003,0.00005193335,0.0002196312,0.00003024832,0.000172812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001756459,0.0004172515,0.9424277,0.00005021657,0.000138996,0.00004104485,0.00567222,0.002512217,0.0002479872,0.001128219,0.0002570315,0.04535064],"study_design_scores_gemma":[0.0008132287,0.001536102,0.9916621,0.00007965233,0.00005708984,0.00003229411,0.0009048566,0.001698712,0.0009683766,0.0002151336,0.001597216,0.000435254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976598,0.0005833855,0.00008478135,0.0006093643,0.0002249648,0.0002993248,0.0000567868,0.00005723782,0.02148611],"genre_scores_gemma":[0.99852,0.00002612787,0.000169736,0.0001484936,0.0001529335,0.00000230002,0.00008744218,0.000008608984,0.0008843592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04923437,"threshold_uncertainty_score":0.9896742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016439091678573,"score_gpt":0.1987329792732449,"score_spread":0.1785685883564591,"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."}}