{"id":"W2780619226","doi":"10.1002/aic.16066","title":"Solvent‐free polymer emulsification inside a twin‐screw extruder","year":2017,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Xerox (Canada); McMaster University","funders":"Xerox","keywords":"Extrusion; Viscosity; Dissolution; Chemical engineering; Plastics extrusion; Pulmonary surfactant; Polymer; Particle (ecology); Materials science; Solvent; Rheology; Chemistry; Particle size; Polymer chemistry; Composite material; Organic chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002831673,0.0001644349,0.0002070155,0.00003719656,0.0008191477,0.0005652065,0.0008390647,0.0001426399,0.002426423],"category_scores_gemma":[0.0002144976,0.0001361708,0.0001537862,0.00003161323,0.00005612582,0.0003876142,0.0001260433,0.0004016693,0.0001338675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008426962,"about_ca_system_score_gemma":0.00008742668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001554359,"about_ca_topic_score_gemma":0.00004876473,"domain_scores_codex":[0.9986904,0.00002462842,0.000371563,0.0001938917,0.0003997549,0.0003197782],"domain_scores_gemma":[0.9981448,0.00003599098,0.0005345269,0.0009736272,0.0001062764,0.0002047586],"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":[0.0001142993,0.0001712273,0.07085091,0.00004983841,0.0002603947,0.000133371,0.000666211,0.000003544756,0.8803514,0.0005582483,0.0202767,0.02656388],"study_design_scores_gemma":[0.005724296,0.00009045889,0.1088155,0.0006549154,0.0002363967,0.00191208,0.001901561,0.0004575598,0.5874117,0.003928937,0.2875774,0.001289176],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8817825,0.001879443,0.0001341534,0.00159034,0.0006667065,0.00004699312,0.0000121927,0.00004286614,0.1138448],"genre_scores_gemma":[0.9849755,0.000100726,0.00008834787,0.0001383808,0.001136214,0.000005580443,0.000002148371,0.00002904893,0.01352404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2929397,"threshold_uncertainty_score":0.9984855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010018721497344,"score_gpt":0.2736291167662119,"score_spread":0.2435289295512385,"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."}}