{"id":"W2949106519","doi":"10.1515/arh-2007-0019","title":"A Study of Entrance Pressure Loss in Filled Polymer Melts","year":2007,"lang":"en","type":"article","venue":"Applied Rheology","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Talc; Composite material; Materials science; Polyethylene; Polymer; Filler (materials); Wood flour; Body orifice","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":[0.0002457802,0.000148647,0.0003936857,0.0001051751,0.00003073559,8.386426e-7,0.0001859472,0.0001874808,0.00008436532],"category_scores_gemma":[0.00003296538,0.0001410767,0.00003187503,0.0001925158,0.0001533363,0.00001725425,0.00010313,0.0002553356,0.0000150314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001290447,"about_ca_system_score_gemma":0.000007600849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007910781,"about_ca_topic_score_gemma":0.0002951191,"domain_scores_codex":[0.9988699,0.00001966745,0.0003805531,0.0002660815,0.00009034157,0.0003734773],"domain_scores_gemma":[0.9993885,0.0002568909,0.00006688035,0.0002304053,0.0000211583,0.00003621149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0009895362,0.001273672,0.1732178,0.00008160609,0.0005305621,0.0001412197,0.009172086,0.004133163,0.138074,0.671349,0.00007889851,0.0009584078],"study_design_scores_gemma":[0.03484546,0.001267035,0.6699039,0.00009280426,0.0005280643,0.0001334267,0.008365062,0.08145517,0.19731,0.003260904,0.0005104662,0.0023277],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699324,0.0008755333,0.01736864,0.00004196598,0.0001324304,0.0002843805,0.000002668933,0.00005037072,0.01131156],"genre_scores_gemma":[0.9978393,0.00002342229,0.0001984559,0.0000539249,0.00003150612,0.00003816789,0.000003016021,0.00001424414,0.001797985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6680881,"threshold_uncertainty_score":0.5752943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006084670186343613,"score_gpt":0.2294960696407141,"score_spread":0.2234113994543705,"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."}}