{"id":"W4405852815","doi":"10.1016/j.jglr.2024.102503","title":"Nearshore ice-complex morphodynamics within an urban embayment, Southwestern Lake Michigan: Insights from a winter 2021–2022 monitoring study","year":2024,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beach morphodynamics; Oceanography; Geology; Environmental science; Geomorphology; Sediment transport; Sediment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001715315,0.0002351667,0.0001454157,0.0006134768,0.0005352323,0.0005171657,0.0003603299,0.0002759642,0.001038775],"category_scores_gemma":[0.0003028432,0.0001228918,0.0001392253,0.0008392484,0.0002238767,0.0004052337,0.0005942624,0.0002109138,0.0002630905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016169,"about_ca_system_score_gemma":0.0005411163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1221336,"about_ca_topic_score_gemma":0.4063358,"domain_scores_codex":[0.9999068,0.00001456383,0.000006133851,0.00002795044,0.0000202334,0.00002437873],"domain_scores_gemma":[0.9997249,0.00001688645,0.00009200107,0.00001713491,0.00007625578,0.00007281085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004693951,0.00007175026,0.9899262,0.00001486114,0.00003163828,0.0001608207,0.001111979,0.0002724695,0.001446796,0.00003488022,0.001141313,0.005740365],"study_design_scores_gemma":[0.000001222315,0.00002240808,0.9974332,0.000004517037,0.000005989457,0.00002525612,0.001103803,0.0006717112,0.00009265773,0.000007730986,0.000629009,0.000002439395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986879,0.00001854465,0.00007723615,0.00003971225,9.921763e-7,0.000008958972,0.0007146713,0.000007042884,0.0004448666],"genre_scores_gemma":[0.9961073,0.00006584092,0.0004350394,0.00003756819,0.000007852275,0.00005224962,0.002349874,0.000005656828,0.0009386085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1221336,"threshold_uncertainty_score":0.2428453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05708018495195658,"score_gpt":0.319328424127711,"score_spread":0.2622482391757545,"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."}}