{"id":"W4280554081","doi":"10.1007/s00396-022-04982-2","title":"Rheology and microscopy analysis of polymer–surfactant complexes","year":2022,"lang":"en","type":"article","venue":"Colloid & Polymer Science","topic":"Surfactants and Colloidal Systems","field":"Chemistry","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pulmonary surfactant; Polymer; Polyelectrolyte; Rheology; Chemical engineering; Chemistry; Materials science; Polymer science; Polymer chemistry; Nanotechnology; Organic chemistry; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004205071,0.0001973536,0.0005335202,0.0004021474,0.0008030844,0.00007265421,0.0008352806,0.00004407748,0.00264233],"category_scores_gemma":[0.00002820508,0.0001907009,0.000140435,0.003153438,0.001038377,0.0001438607,0.0006009233,0.0001614474,0.00000304303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001092741,"about_ca_system_score_gemma":0.0002571271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001681586,"about_ca_topic_score_gemma":0.0000677679,"domain_scores_codex":[0.9976556,0.00004720913,0.0004475523,0.000628353,0.000709277,0.0005120664],"domain_scores_gemma":[0.9987771,0.0001277017,0.0002777291,0.0005564954,0.00007174135,0.0001892253],"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":[0.00004478847,0.00006706393,0.06764974,0.00001227809,0.0001480956,0.000003912409,0.0005125439,0.00001444185,0.9295799,0.001318104,0.0000350529,0.0006140918],"study_design_scores_gemma":[0.0003065268,0.00006236244,0.006161083,0.000006975542,0.0002051146,0.00002263566,0.001434179,0.001856267,0.988979,0.00001267155,0.0007079394,0.0002452389],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859459,0.007507977,0.0000185328,0.00009795235,0.0002429474,0.00006442402,0.0002226438,0.00004227658,0.005857371],"genre_scores_gemma":[0.9941183,0.00002318045,0.00002855602,0.000124584,0.00001670745,0.00002541919,0.000008246222,0.00001289456,0.005642064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06148867,"threshold_uncertainty_score":0.9982694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01004483451371792,"score_gpt":0.2547250576975886,"score_spread":0.2446802231838707,"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."}}