{"id":"W4405902988","doi":"10.1061/jwped5.wweng-2158","title":"Hydraulic Performance of Low-Crested and Emergent Breakwaters with Ecologically Designed Armor Units","year":2024,"lang":"en","type":"article","venue":"Journal of Waterway Port Coastal and Ocean Engineering","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"","keywords":"Armour; Breakwater; Fishery; Environmental science; Geotechnical engineering; Marine engineering; Engineering; Materials science; Biology; Composite material; Layer (electronics)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00018394,0.000133231,0.0002023901,0.0001323071,0.00003202166,0.00004112122,0.00006917405,0.00003182645,0.00004196284],"category_scores_gemma":[0.000007253605,0.00007934086,0.0000284927,0.0001605717,0.00004419583,0.0002314652,0.00002746569,0.0001377924,7.60618e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003123749,"about_ca_system_score_gemma":0.00003597662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008429544,"about_ca_topic_score_gemma":0.0001001986,"domain_scores_codex":[0.9992673,0.000008220201,0.0002854371,0.0001060591,0.0001548153,0.0001781023],"domain_scores_gemma":[0.9996513,0.0000323922,0.00006675768,0.00004170834,0.00006308567,0.0001447486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001092792,0.00007407552,0.5630984,0.002044019,0.000442356,0.001702256,0.001244998,0.2792778,0.01414609,0.00006007171,0.00009201973,0.1367251],"study_design_scores_gemma":[0.0007364851,0.003171596,0.6854116,0.0006778682,0.0001129325,0.001886429,0.0002180056,0.3031095,0.003171017,0.00002322596,0.001060453,0.0004208628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989165,0.0002272614,0.0004024829,0.00005984488,0.0001618506,0.000053166,0.00001711624,0.00001707492,0.0001446787],"genre_scores_gemma":[0.9989212,0.0003229318,0.0005416091,0.00001170038,0.00005125872,7.722386e-8,0.00001508951,0.000005529335,0.0001306554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1363042,"threshold_uncertainty_score":0.3235426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005294220120592624,"score_gpt":0.1579959836222836,"score_spread":0.152701763501691,"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."}}