{"id":"W4380202658","doi":"10.1038/s41598-023-36182-5","title":"Flow rate resonance of actively deforming particles","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Human Frontier Science Program","keywords":"Mechanics; Flow (mathematics); Resonance (particle physics); Oscillation (cell signaling); Constriction; Stiffness; Particle (ecology); Amplitude; Clogging; Vibration; Work (physics); Volumetric flow rate; Physics; Biophysics; Materials science; Chemistry; Acoustics; Optics; Biology; Thermodynamics; Atomic physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007678477,0.00005721296,0.00008167967,0.00009616234,0.00007634928,0.00004615187,0.0000522445,0.00002564523,0.00002755228],"category_scores_gemma":[0.00009212128,0.00005463124,0.00003676169,0.0006399881,0.00005965888,0.0001390412,0.00002096407,0.00004169168,0.00005350886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002157365,"about_ca_system_score_gemma":0.00002763209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001897127,"about_ca_topic_score_gemma":0.00001406875,"domain_scores_codex":[0.9992257,0.000009456172,0.0002478945,0.0001677765,0.0001811589,0.0001679739],"domain_scores_gemma":[0.9995475,0.00002118005,0.00005299747,0.0002769988,0.00005972158,0.00004160969],"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":[0.00000867682,0.0000358553,0.0117204,0.0001781181,0.00003834864,0.000343818,0.00285941,0.4133922,0.4342669,0.000770795,0.03911993,0.09726561],"study_design_scores_gemma":[0.00005848835,0.000004471818,0.01412678,0.0000324953,0.000005335722,0.00001661394,0.0001527236,0.8599205,0.1058455,0.005895283,0.01383086,0.000110899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949113,0.00007304196,0.0007685345,0.00002665141,0.002303058,0.00007161747,0.000002596887,0.0004036801,0.001439583],"genre_scores_gemma":[0.9977496,0.000009056431,0.0007138701,0.000003714602,0.00001458045,0.000008032018,0.00001473355,0.00001148265,0.001474978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4465283,"threshold_uncertainty_score":0.2227798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01586684190844145,"score_gpt":0.2360758847284073,"score_spread":0.2202090428199659,"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."}}