{"id":"W2078272410","doi":"10.1002/cite.200390278","title":"A Simple Model for the Rheology of Concentrated Aggregating Suspensions","year":2003,"lang":"en","type":"article","venue":"Chemie Ingenieur Technik","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Citation; Library science; Simple (philosophy); Physics; Computer science; Humanities; Philosophy","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":[0.0002013735,0.0001510178,0.0002504729,0.00002866761,0.0001598502,0.000003529615,0.0002097054,0.0001647569,0.00002421667],"category_scores_gemma":[0.001119598,0.0001177366,0.0001021376,0.0001663891,0.0002240174,0.00002823118,0.00006580933,0.0002083491,0.000002225949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003172152,"about_ca_system_score_gemma":0.00003403316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005572437,"about_ca_topic_score_gemma":0.000008199438,"domain_scores_codex":[0.999093,0.000009525078,0.0002972411,0.0002028962,0.00007205129,0.0003252998],"domain_scores_gemma":[0.9988604,0.0005863107,0.0001020684,0.0002892845,0.0001273916,0.00003458628],"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":[0.00001787061,0.0000289877,0.0007385616,0.00003582314,0.00009807847,0.000001146299,0.0002812686,0.01150282,0.8109956,0.1753986,0.0007548079,0.0001464731],"study_design_scores_gemma":[0.0002619141,0.00001029735,0.000006669601,0.00001208445,0.00003566487,0.00000607895,0.00007945856,0.6617388,0.3360954,0.001552781,0.000107428,0.00009343577],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1184597,0.001450909,0.8766646,0.0001214664,0.00008584873,0.0003742442,0.00001733908,0.0002018819,0.002624097],"genre_scores_gemma":[0.9892626,0.00008903265,0.00873379,0.00007805581,0.00001886662,0.0001019141,0.000009499638,0.0000247167,0.001681529],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8708029,"threshold_uncertainty_score":0.4801161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02197847895955283,"score_gpt":0.2589022896293907,"score_spread":0.2369238106698378,"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."}}