{"id":"W2130322340","doi":"10.1002/polb.20918","title":"Hole growth as a microrheological probe to measure the viscosity of polymers confined to thin films","year":2006,"lang":"en","type":"article","venue":"Journal of Polymer Science Part B Polymer Physics","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Viscosity; Polymer; Viscoelasticity; Polystyrene; Materials science; Logarithmic growth; Glass transition; Thin film; Thermodynamics; RADIUS; Growth rate; Composite material; Chemical physics; Polymer chemistry; Chemistry; Nanotechnology; 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":[0.0008077428,0.0003015556,0.0005593823,0.0001735987,0.0003449302,0.00004835814,0.001153197,0.0001028569,0.00007458118],"category_scores_gemma":[0.0002082701,0.0002002665,0.0002580851,0.001275909,0.001017632,0.0002804468,0.0003294415,0.0004426219,0.00003829493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005391311,"about_ca_system_score_gemma":0.0002738046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003583267,"about_ca_topic_score_gemma":0.00001033848,"domain_scores_codex":[0.9973196,0.00007347333,0.0007304591,0.0003476413,0.000868162,0.0006606838],"domain_scores_gemma":[0.9984101,0.0001833883,0.0003652835,0.0003736544,0.0003884936,0.0002790908],"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":[0.0001389158,0.0001935184,0.001236864,0.000009856696,0.00006993488,0.000009538333,0.0008835701,0.0004848914,0.9345884,0.06080776,0.001163835,0.0004129685],"study_design_scores_gemma":[0.0003947305,0.0002887904,0.0006642342,0.00006949534,0.0000684226,0.00004450234,0.0002184981,0.00252873,0.9949003,0.0005363813,0.00002604918,0.000259806],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8766603,0.006022296,0.101104,0.008964136,0.001285718,0.0004266011,0.00003998049,0.00006346049,0.005433409],"genre_scores_gemma":[0.9959518,0.000009663813,0.0003527469,0.001087037,0.000333875,0.0000103264,9.96348e-7,0.00001939705,0.002234183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1192914,"threshold_uncertainty_score":0.816663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140677987959783,"score_gpt":0.2358442337623166,"score_spread":0.2244374538827188,"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."}}