{"id":"W4410016621","doi":"10.1016/j.csr.2025.105480","title":"Modelling intensity and frequency of seabed shear stress and sediment mobilization on the Canadian Pacific Shelf","year":2025,"lang":"en","type":"article","venue":"Continental Shelf Research","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada; Geological Survey of Canada","funders":"Commission Géologique du Canada","keywords":"Seabed; Geology; Oceanography; Sediment; Mobilization; Shear stress; Intensity (physics); Geomorphology; Geography; Archaeology; Mechanics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006148216,0.00008859764,0.0001237048,0.00007651766,0.0004556807,0.00009828946,0.0001436487,0.00005856573,0.0001676484],"category_scores_gemma":[0.00006785987,0.00006033756,0.00001934702,0.0004811215,0.0004185737,0.00009159451,0.0000257018,0.000227186,0.000004394992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001004358,"about_ca_system_score_gemma":0.000135695,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1545972,"about_ca_topic_score_gemma":0.06212902,"domain_scores_codex":[0.9989582,0.00008909518,0.0001406989,0.0002336686,0.0002898107,0.000288507],"domain_scores_gemma":[0.9993349,0.0002130802,0.00002357487,0.0001363825,0.0001592905,0.0001327444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003773629,0.00001937009,0.9922412,0.0001050315,0.00002448777,0.00000519161,0.0002952768,0.0008543199,0.00004287897,0.001404462,0.0003621771,0.004607838],"study_design_scores_gemma":[0.0005499885,0.0003236879,0.715063,0.0004248605,0.00002386258,0.000004752117,0.006568932,0.2680511,0.001574762,0.006072118,0.001083767,0.0002591404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847164,0.001781928,0.00008099245,0.001409224,0.0000602298,0.0002819246,0.00004575255,0.00001066918,0.01161285],"genre_scores_gemma":[0.9991454,0.0003650279,0.000109094,0.00007011401,0.00001755522,0.000001959557,0.00002687782,0.000001939476,0.0002620127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2771782,"threshold_uncertainty_score":0.9549847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02971811981168709,"score_gpt":0.2570173757731238,"score_spread":0.2272992559614367,"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."}}