{"id":"W1995918131","doi":"10.1007/s00397-005-0434-7","title":"Suspensions of Semiflexible Fibers in Polymeric Fluids: Rheology and Thermodynamics","year":2005,"lang":"en","type":"article","venue":"Rheologica Acta","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":75,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Rheology; Mesoscopic physics; Polymer; Shear flow; Materials science; Fiber; Thermodynamics; Shear (geology); Polymer science; Physics; Composite material","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":[0.0001700708,0.0001938337,0.0004153801,0.0001346449,0.00005857332,0.000003172862,0.0001883223,0.0002540766,0.0002319205],"category_scores_gemma":[0.0001615757,0.0001657077,0.00005944676,0.0002286656,0.0003955183,0.0000794407,0.0002304287,0.0002819923,0.00001134293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004080357,"about_ca_system_score_gemma":0.00001710109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004853791,"about_ca_topic_score_gemma":0.00005978254,"domain_scores_codex":[0.9988388,0.00005096405,0.0003534524,0.0003020188,0.00007929041,0.0003754924],"domain_scores_gemma":[0.9992107,0.0003762988,0.00007398838,0.0002488724,0.00003009284,0.00006007763],"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":[0.0001370997,0.0001960422,0.04624328,0.00003768691,0.0001147148,0.00001843034,0.0008210514,0.002518137,0.6806361,0.2669244,0.0003419244,0.002011152],"study_design_scores_gemma":[0.001089514,0.0001725506,0.03252954,0.0000426436,0.00003732774,0.00006920973,0.0002335549,0.9575214,0.006016713,0.001621779,0.0002365759,0.0004291793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775169,0.002017158,0.005475528,0.0013262,0.00009952015,0.0001313879,0.000008174032,0.0001001273,0.01332499],"genre_scores_gemma":[0.9912814,0.001421145,0.003665402,0.0001768206,0.00003541185,0.00001359311,0.00001098995,0.00001522487,0.003379965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9550033,"threshold_uncertainty_score":0.6757364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009713864029823212,"score_gpt":0.2305119217293001,"score_spread":0.2207980576994769,"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."}}