{"id":"W1990704288","doi":"10.1002/esp.1599","title":"Field observations of nearshore bar formation","year":2007,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Submarine pipeline; Geology; Trough (economics); Shore; Surf zone; Sediment transport; Bar (unit); Current (fluid); Sediment; Beach morphodynamics; Oceanography; Flux (metallurgy); Energy flux; Geomorphology","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":[0.000166487,0.0000667776,0.000089768,0.0000236929,0.00007968264,0.00002951193,0.00005626278,0.00003750456,0.0002225987],"category_scores_gemma":[0.00004606507,0.00004558879,0.0000166539,0.0001700027,0.00002354344,0.0003373104,0.00001207926,0.00005885516,0.000008026705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":4.430278e-7,"about_ca_system_score_gemma":0.00002471148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009094998,"about_ca_topic_score_gemma":0.01226342,"domain_scores_codex":[0.9994996,0.000003057997,0.0001566757,0.00008271894,0.0001093442,0.0001485936],"domain_scores_gemma":[0.999662,0.00009587883,0.00005576414,0.00005924635,0.0000679872,0.00005908799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007971143,0.00001197337,0.9155042,0.0002603041,0.000006726295,0.000002071165,0.0004786767,0.0005459061,0.00005302332,0.0001710933,0.00005352964,0.08283281],"study_design_scores_gemma":[0.0002707845,0.0003030689,0.9741476,0.00003684397,0.00001003024,0.00001464238,0.000589894,0.01067099,0.001423002,0.001275979,0.01109754,0.0001596767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924052,0.0002879631,0.002516703,0.0001729635,0.00005045162,0.00007966421,0.00003038466,0.00002053878,0.004436079],"genre_scores_gemma":[0.9978193,0.0001827785,0.001336741,0.00009296123,0.00001962601,1.187094e-7,0.00009431515,0.000001449305,0.0004527031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08267314,"threshold_uncertainty_score":0.6843277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352866546645664,"score_gpt":0.2058857131123809,"score_spread":0.1923570476459243,"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."}}