{"id":"W3215336492","doi":"10.1002/essoar.10508958.1","title":"Crossing the boundary: how key advancements to headland sediment bypassing improve definition of littoral cell zones","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Key (lock); Preprint; Headland; Computer science; World Wide Web; Boundary (topology); Geology; Oceanography; Computer security; Shore","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":[0.00329299,0.0004936885,0.00065439,0.0008296121,0.001330385,0.005234431,0.001716165,0.001982328,0.003891644],"category_scores_gemma":[0.01205619,0.0002328007,0.0008532233,0.0009576547,0.005149048,0.007146151,0.002815666,0.003108301,0.0008959147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001882995,"about_ca_system_score_gemma":0.001500834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0064514,"about_ca_topic_score_gemma":0.008828275,"domain_scores_codex":[0.9985771,0.0005465343,0.000113237,0.0004654759,0.000203192,0.00009448216],"domain_scores_gemma":[0.9974523,0.0009540801,0.0003838134,0.0004921642,0.0004791011,0.0002385179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001823238,0.0000287761,0.01208274,0.000432705,0.00006498954,0.000427569,0.003313656,0.02823076,0.004228723,0.8062621,0.01162794,0.1331177],"study_design_scores_gemma":[0.00003000875,0.00009442904,0.02272288,0.0007685953,0.00007338496,0.0005217262,0.004914082,0.06138184,0.004613448,0.7411023,0.1635442,0.0002331202],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.193945,0.01327617,0.6780589,0.0475059,0.0041771,0.0001188217,0.0006108142,0.0006682455,0.06163903],"genre_scores_gemma":[0.8042821,0.004531557,0.1814272,0.001932861,0.0009991467,0.00008528418,0.0004547117,0.0005024016,0.005784803],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0064514,"threshold_uncertainty_score":0.01741523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01377063371056039,"score_gpt":0.2290079134083604,"score_spread":0.2152372796978,"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."}}