{"id":"W7135901176","doi":"","title":"Classifications of underwater flow-transverse sedimentary bedforms","year":2024,"lang":"en","type":"article","venue":"University of Twente Research Information","topic":"Geological formations and processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Bedform; Underwater; Sedimentary rock; Sedimentary structures; Bathymetry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000213098,0.0002674696,0.0001441881,0.005956888,0.0004392444,0.0006983791,0.0002488899,0.0001499994,0.006128822],"category_scores_gemma":[0.0006598564,0.0001225824,0.0002297714,0.002641277,0.0002963244,0.0004913742,0.0004493227,0.0001551956,0.001276652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000504173,"about_ca_system_score_gemma":0.0007407104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01559737,"about_ca_topic_score_gemma":0.0251522,"domain_scores_codex":[0.9998102,0.00001928159,0.00002983442,0.00002498255,0.00005773057,0.00005809325],"domain_scores_gemma":[0.9995608,0.00006017481,0.00007039792,0.00003838113,0.0002129238,0.00005734544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005030826,0.000109969,0.384134,0.0002964974,0.00005095837,0.0004562309,0.002142597,0.006970753,0.03971402,0.01882205,0.00897418,0.5378255],"study_design_scores_gemma":[0.00001609681,0.0001735518,0.9063981,0.0001435504,0.00005269133,0.0005509083,0.00380532,0.01767126,0.0100778,0.00404874,0.05702746,0.00003459446],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9033161,0.0004782471,0.03223103,0.00007879831,0.00004494844,0.0002950424,0.01000902,0.0005341091,0.05301281],"genre_scores_gemma":[0.9224531,0.0004910781,0.03397296,0.00001644106,0.00001222539,0.0001282361,0.01653954,0.000100541,0.0262858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01559737,"threshold_uncertainty_score":0.03101319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04783100287029683,"score_gpt":0.2626498243384561,"score_spread":0.2148188214681593,"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."}}