{"id":"W7055213342","doi":"","title":"Automated Coastal Engineering System, Version 1.07","year":2016,"lang":"en","type":"other","venue":"US Army Corps of Engineers: Engineer Research and Development Center (Knowledge Core)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Excellence Research Chairs, Government of Canada","keywords":"Coastal engineering; Field (mathematics); Software; Engineering design process; Research center; Coastal zone","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007020443,0.0007014111,0.0007719888,0.001809556,0.0001132073,0.00009195988,0.0006553835,0.0002599885,0.0388628],"category_scores_gemma":[0.00004725405,0.0006116563,0.0001257637,0.0004672614,0.0001623792,0.00004450677,0.0007555867,0.0006718024,0.001380173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000986945,"about_ca_system_score_gemma":0.0004851925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000177357,"about_ca_topic_score_gemma":0.0000313224,"domain_scores_codex":[0.9961265,0.00006743871,0.000700714,0.0007580637,0.001088687,0.001258547],"domain_scores_gemma":[0.9978235,0.0002969864,0.0001532329,0.0006051688,0.0005122757,0.0006088181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009411466,0.0005808258,0.003454476,0.00280763,0.000780659,0.0000520968,0.0003750298,0.00002250539,0.001751933,0.002836253,0.9683419,0.01890255],"study_design_scores_gemma":[0.00242811,0.000146939,0.0005180897,0.002547872,0.00002022135,0.000005735183,0.0002421559,0.006616217,0.001227293,0.000002685359,0.9855214,0.0007232438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00537553,0.002024264,0.01055409,0.0000846709,0.00177,0.002968109,0.001105883,0.001627967,0.9744895],"genre_scores_gemma":[0.1443767,0.0002913949,0.007240678,0.000006704485,0.001403484,0.0005519672,0.00162823,0.001198811,0.843302],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1390012,"threshold_uncertainty_score":0.9996335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244975753213251,"score_gpt":0.2824562008758133,"score_spread":0.2600064433436808,"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."}}