{"id":"W7096556383","doi":"","title":"SCALE EFFECTS ON DESIGN ESTIMATION OF SCOUR DEPTHS AT PIERS By","year":2014,"lang":"en","type":"article","venue":"","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permission; Windsor; Scale (ratio); Estimation; Legislation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006305479,0.00007566937,0.0001472906,0.00004290164,0.00003903602,0.00000726062,0.00006803183,0.00004575458,0.000115884],"category_scores_gemma":[0.005005125,0.00005356775,0.00002195025,0.00005258445,0.00003391309,0.00001896863,0.00001384035,0.00003575463,0.00006667234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000336035,"about_ca_system_score_gemma":0.00001575659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005136179,"about_ca_topic_score_gemma":0.000001677155,"domain_scores_codex":[0.9992725,0.0002453249,0.000148868,0.0001057792,0.0001287578,0.00009878902],"domain_scores_gemma":[0.9936428,0.00601048,0.00009235752,0.0001763628,0.00003720988,0.00004078512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000674762,0.0002241461,0.0002447329,0.0003872314,0.00002906556,2.258301e-7,0.0009107461,0.0001565927,0.01204639,0.08874878,0.677624,0.2195607],"study_design_scores_gemma":[0.0003488243,0.0002276957,0.0003876379,0.00004669837,0.00003225308,0.000001209913,0.00008835289,0.00435979,0.7478079,0.2462019,0.0003884859,0.0001092332],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05405521,0.000005730907,0.9388403,0.000150426,0.0002476306,0.0001889478,0.000003341347,0.00005912987,0.006449263],"genre_scores_gemma":[0.2660897,0.000003006811,0.7293286,0.0001296112,0.00001552251,0.00001603183,0.000005223823,0.00001045391,0.004401885],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7357615,"threshold_uncertainty_score":0.5991964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1121071721409514,"score_gpt":0.4060129702844302,"score_spread":0.2939057981434788,"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."}}