{"id":"W3119482090","doi":"10.1039/d1sm00097g","title":"Adhesion as a trigger of droplet polarization in flowing emulsions","year":2021,"lang":"en","type":"preprint","venue":"Soft Matter","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Agence Nationale de la Recherche","keywords":"Adhesion; Morphogenesis; Elongation; Adhesive; Microfluidics; Biophysics; Materials science; Nanotechnology; Cell adhesion; Confocal microscopy; Chemistry; Composite material; Optics; Layer (electronics); Physics","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":[0.00009511277,0.0001500782,0.0001970704,0.0000994564,0.00002864648,0.00003265844,0.0001342449,0.0003169995,0.0006394999],"category_scores_gemma":[0.00006714866,0.0001581565,0.000178458,0.00007116578,0.0000120951,0.000003615462,0.0004328653,0.0002530264,0.00003749748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001964272,"about_ca_system_score_gemma":0.0001010869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001779797,"about_ca_topic_score_gemma":0.0000649564,"domain_scores_codex":[0.9990327,0.00006389932,0.0002968211,0.0003585373,0.0001085387,0.0001395081],"domain_scores_gemma":[0.999374,0.000008968508,0.00007934932,0.0004140253,0.00008768326,0.00003593905],"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":[0.00001643242,0.00008695863,0.001722256,0.00006399109,0.00003175976,0.000005334532,0.00009311735,0.00006207348,0.9965047,0.00001533032,0.001181768,0.0002163275],"study_design_scores_gemma":[0.000367155,0.00006921306,0.002340231,0.0003471354,0.00004431907,0.0000152046,0.0001657055,0.0007793484,0.9848616,0.0002626982,0.01043197,0.0003154001],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925582,0.0004630498,0.005043192,0.0003987082,0.0005684596,0.0001789524,0.00002664474,0.000005524274,0.0007572011],"genre_scores_gemma":[0.9960679,0.00009243916,0.0003265972,0.0004955921,0.0001090301,0.00002472586,0.001152331,0.00003123398,0.001700101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01164303,"threshold_uncertainty_score":0.7002075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0081784445937483,"score_gpt":0.2554127946640488,"score_spread":0.2472343500703005,"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."}}