{"id":"W1986205454","doi":"10.3109/03639045.2013.845839","title":"Influence of filler selection on twin screw foam granulation","year":2013,"lang":"en","type":"article","venue":"Drug Development and Industrial Pharmacy","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Dow Chemical Company","keywords":"Granulation; Materials science; Composite material; Extrusion; Plastics extrusion; Microcrystalline cellulose; Wetting; Absorption of water; Agglomerate; Filler (materials); Chemical engineering; Cellulose","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002546174,0.00009364938,0.0001158643,0.00007414421,0.000132453,0.00004485423,0.00006457103,0.00003221666,0.0004208785],"category_scores_gemma":[0.00007172536,0.00008006726,0.00001264148,0.000181393,0.00003394754,0.000343735,0.00003117849,0.00007410128,0.0000966095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002880447,"about_ca_system_score_gemma":0.00006717405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001685453,"about_ca_topic_score_gemma":0.000004590786,"domain_scores_codex":[0.999176,0.00005565778,0.0002732539,0.000166703,0.0001738358,0.0001545627],"domain_scores_gemma":[0.9996422,0.00004704676,0.00009500804,0.00006175558,0.00008854638,0.00006543689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002198034,0.0001759534,0.06342648,0.0000393912,0.00001798994,5.580018e-7,0.002342108,0.008940428,0.8275967,0.0005082585,0.01033551,0.08639688],"study_design_scores_gemma":[0.001452317,0.0000274338,0.05239245,0.00006356942,0.000007810318,8.762577e-7,0.00003789371,0.0018819,0.9261453,0.0001065422,0.0177133,0.0001705928],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989746,0.00001122018,0.00003761713,0.0001760975,0.0001376841,0.0002818986,0.000001931619,0.00003888363,0.0003401093],"genre_scores_gemma":[0.999221,0.000007424379,0.0003816268,0.00007176073,0.0000871805,0.00002890937,0.000009186642,0.000006539381,0.0001864291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09854867,"threshold_uncertainty_score":0.4608324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04387397866422199,"score_gpt":0.2788529452611103,"score_spread":0.2349789665968883,"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."}}