{"id":"W4226202478","doi":"10.3390/jmse10040487","title":"Do Rock Design Formulas Based on Wave Flume Experiments Reliably Model Their Performance at Sea?","year":2022,"lang":"en","type":"article","venue":"Journal of Marine Science and Engineering","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Universidad de Granada","keywords":"Breakwater; Flume; Coastal engineering; Task (project management); Computer science; Civil engineering; Operations research; Risk analysis (engineering); Marine engineering; Industrial engineering; Geology; Engineering; Mathematics; Geotechnical engineering; Business; Oceanography; Systems engineering","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":[0.002346304,0.0007235611,0.0006307305,0.0007654724,0.000218063,0.0009941497,0.001332351,0.001347164,0.0027267],"category_scores_gemma":[0.008732476,0.0003115637,0.0006626841,0.000325623,0.0006277664,0.001768928,0.0003313191,0.0006977189,0.0009403066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004449842,"about_ca_system_score_gemma":0.0006067802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002000176,"about_ca_topic_score_gemma":0.001919679,"domain_scores_codex":[0.9992143,0.000279646,0.00006430306,0.0001056301,0.0002739329,0.00006218051],"domain_scores_gemma":[0.9973247,0.0015132,0.000329788,0.0004213538,0.000383688,0.00002722537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001610675,0.000100785,0.00338084,0.0004273079,0.00004421174,0.00004443734,0.0001071852,0.8987958,0.01147381,0.01419292,0.0006391064,0.07063249],"study_design_scores_gemma":[0.00002272538,0.0002959794,0.001115317,0.00008430547,0.00002891243,0.00003116118,0.00004444315,0.9860485,0.005700033,0.003723491,0.002879009,0.00002620563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1211986,0.0008742618,0.8625703,0.0003455549,0.000129562,0.000248485,0.0003658702,0.000535687,0.01373171],"genre_scores_gemma":[0.8906823,0.001004222,0.1044051,0.0001034296,0.00002563105,0.0007380511,0.0003439196,0.0001140189,0.002583445],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0027267,"threshold_uncertainty_score":0.01240861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01649702339359918,"score_gpt":0.1837780131544193,"score_spread":0.1672809897608201,"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."}}