{"id":"W4411360353","doi":"10.18280/ijsse.150411","title":"Enhancing Fishing Boat Safety: Optimized Impact Side Beam Design for Improved Hull Protection","year":2025,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Hull; Fishing; Marine engineering; Environmental science; Poison control; Engineering; Environmental health; Fishery; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000242732,0.0005626351,0.0003012225,0.0003141802,0.0001960187,0.0005710468,0.0005649234,0.0005304208,0.005419552],"category_scores_gemma":[0.0004073884,0.000286818,0.0003446668,0.0002717973,0.0001911911,0.0004337601,0.0004852599,0.0003910993,0.000984134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002971933,"about_ca_system_score_gemma":0.0005720505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153637,"about_ca_topic_score_gemma":0.002573247,"domain_scores_codex":[0.9998237,0.00001989755,0.000006247848,0.00002368054,0.0000899809,0.00003647608],"domain_scores_gemma":[0.9996909,0.0000507457,0.0000501076,0.00003028908,0.0001515129,0.00002652739],"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":[0.0005343497,0.0002428184,0.005748796,0.0002419636,0.0001049444,0.0001517144,0.0001244962,0.5634907,0.3312421,0.004453151,0.002627203,0.09103768],"study_design_scores_gemma":[0.00005856956,0.0006479732,0.004097085,0.00003098964,0.00007158567,0.0001248071,0.00008842332,0.9271442,0.06157912,0.0009851102,0.005135664,0.00003639547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.222903,0.0003849577,0.7491984,0.0002519742,0.0001000634,0.00009204193,0.0003123605,0.0007294071,0.02602785],"genre_scores_gemma":[0.8971832,0.0002020428,0.09664761,0.00007499734,0.00001556067,0.00005896115,0.0002026234,0.0001503552,0.005464718],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005419552,"threshold_uncertainty_score":0.01813018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006879524995145208,"score_gpt":0.2417203385680746,"score_spread":0.2348408135729294,"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."}}