{"id":"W4414689002","doi":"10.1063/5.0292989","title":"Effects of impact geometry and orientation on water entry of cylindrical disks","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"RES’EAU-WaterNET","keywords":"Splash; Dissipation; Orientation (vector space); Collision; Solid surface; Aspect ratio (aeronautics); Drop impact; Energy (signal processing)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001525347,0.0004033054,0.000334929,0.0002908017,0.0002710564,0.0006009369,0.0003230149,0.000251896,0.001055724],"category_scores_gemma":[0.0006594163,0.0002194678,0.0002375218,0.000250088,0.0004235563,0.0005115058,0.0004933597,0.0002805521,0.0002040984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002910072,"about_ca_system_score_gemma":0.0002834488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002330255,"about_ca_topic_score_gemma":0.002616256,"domain_scores_codex":[0.9997678,0.00001350617,0.00001118024,0.00005881974,0.00006998919,0.00007863958],"domain_scores_gemma":[0.9997827,0.00006455925,0.00005756433,0.00002060682,0.00004723773,0.00002738351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001091698,0.00009090235,0.04961017,0.0002954785,0.00002994193,0.001386115,0.0004280749,0.01875271,0.9086779,0.0003094409,0.0001545757,0.01917315],"study_design_scores_gemma":[0.0000409266,0.00161561,0.3804819,0.00003442627,0.00006478817,0.001006047,0.00180602,0.03877329,0.5729862,0.0002348448,0.002860732,0.00009513849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982699,0.0001627781,0.0009870518,0.000007200625,0.000004602045,0.0000137703,0.0001158985,0.00002909062,0.0004096287],"genre_scores_gemma":[0.9989052,0.0001412453,0.0006337814,0.000004363033,0.000001105422,0.00000696659,0.0001248752,0.00001156815,0.0001709831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002330255,"threshold_uncertainty_score":0.004633367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004166058176054216,"score_gpt":0.2546102687430475,"score_spread":0.2504442105669933,"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."}}