{"id":"W4407496969","doi":"10.1016/j.bpj.2024.11.1981","title":"BPS2025 - Polymer brush-induced depletion interactions and clustering of signaling proteins","year":2025,"lang":"en","type":"article","venue":"Biophysical Journal","topic":"Cellular Mechanics and Interactions","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Brush; Cluster analysis; Cell biology; Chemistry; Biophysics; Biology; Computer science; Materials science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001228176,0.0002406853,0.0001896859,0.0001611765,0.0002794157,0.0003649122,0.000218408,0.0002926445,0.003579036],"category_scores_gemma":[0.0001695801,0.0001849251,0.0001764097,0.0001478887,0.0001980841,0.0002156813,0.0002951855,0.0006620034,0.0006939968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003821638,"about_ca_system_score_gemma":0.0002101853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008202407,"about_ca_topic_score_gemma":0.0009210215,"domain_scores_codex":[0.9998662,0.00001280173,0.000005981241,0.00003017712,0.00004530454,0.00003947363],"domain_scores_gemma":[0.9999176,0.00001455401,0.00001512936,0.000007593051,0.000009180357,0.00003591541],"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":[0.0001008876,0.00001764234,0.00009351,0.00002231079,0.000006457687,0.00002267094,0.00001110306,0.00006633122,0.9985428,0.0001654322,0.0000767835,0.0008740451],"study_design_scores_gemma":[0.000007811826,0.00005315983,0.002262593,0.000003306089,0.000006026904,0.00005427604,0.00001880829,0.00166979,0.9946553,0.00004903137,0.001215675,0.000004258373],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928632,0.0007737913,0.002444281,0.0001379506,0.00003728751,0.00001420119,0.0001633119,0.00006162182,0.003504346],"genre_scores_gemma":[0.9953558,0.0002300568,0.0009553587,0.00007108894,0.000006074981,0.00001188368,0.000254736,0.00002205934,0.003093055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003579036,"threshold_uncertainty_score":0.01197314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112850640165307,"score_gpt":0.2682073540595196,"score_spread":0.2569222900429889,"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."}}