{"id":"W4404855349","doi":"","title":"Suspension of active rod-like particles in complex flows","year":2024,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Suspension (topology); Mechanics; Active suspension; Materials science; Physics; Computer science; Mathematics; Pure mathematics; Artificial intelligence","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":[0.0002111291,0.0003508377,0.0003668121,0.0005933925,0.000467883,0.00125929,0.0002788175,0.0005887067,0.0008595826],"category_scores_gemma":[0.0003634522,0.0001579891,0.0001491084,0.0002913789,0.0008278192,0.0005220305,0.0003944726,0.0002467927,0.000242779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004356646,"about_ca_system_score_gemma":0.000171485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007726663,"about_ca_topic_score_gemma":0.0005101492,"domain_scores_codex":[0.9999009,0.00001459087,0.00000574373,0.00003212749,0.00003036072,0.00001618988],"domain_scores_gemma":[0.9998342,0.00004855388,0.00005093433,0.000009551511,0.00002244076,0.00003435789],"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":[0.0004277955,0.0003698642,0.003703137,0.0003466523,0.0000645968,0.001109511,0.0004918469,0.2972992,0.610843,0.05668879,0.002362418,0.02629321],"study_design_scores_gemma":[0.00008706464,0.0003398539,0.003026127,0.00002376452,0.00002310396,0.0002638,0.00008642154,0.9020457,0.07924919,0.01003576,0.004774445,0.00004470861],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9378748,0.001389244,0.05303966,0.0002814427,0.0001243,0.00004624649,0.00009704045,0.0001921168,0.006955214],"genre_scores_gemma":[0.9868067,0.0004809856,0.008457641,0.00008368147,0.0000757028,0.00003262019,0.00009922354,0.00003272763,0.003930636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00125929,"threshold_uncertainty_score":0.003161013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01953037125145677,"score_gpt":0.2452054650062009,"score_spread":0.2256750937547441,"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."}}