{"id":"W4310894086","doi":"10.1140/epje/s10189-023-00272-z","title":"On the bridge hypothesis in the glass transition of freestanding polymer films","year":2023,"lang":"en","type":"article","venue":"The European Physical Journal E","topic":"Material Dynamics and Properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"European Research Council; Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche; Hokkaido University; European Commission","keywords":"Reptation; Glass transition; Relaxation (psychology); Polymer; Materials science; Random walk; Mechanism (biology); Stress relaxation; Bridge (graph theory); Statistical physics; Stress (linguistics); Condensed matter physics; Physics; Composite material; Mathematics; Quantum mechanics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001870139,0.00008569138,0.0001084816,0.00002878698,0.0002462586,0.0001421138,0.0005350991,0.00000820209,0.00006112742],"category_scores_gemma":[0.00006052433,0.00003234096,0.00007666225,0.0001764146,0.0001326735,0.000060636,0.00003349968,0.0001704973,0.0002213625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007882636,"about_ca_system_score_gemma":0.000008043936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002336645,"about_ca_topic_score_gemma":0.000001727881,"domain_scores_codex":[0.9981458,0.001138912,0.0001793841,0.0000832095,0.0002821657,0.0001705385],"domain_scores_gemma":[0.9992284,0.0004399315,0.00009003459,0.000203246,0.00001773313,0.00002064101],"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":[0.0001044808,0.00005843172,0.000002437993,0.000009793512,0.000007883273,0.00003200359,0.008153628,0.0006094258,0.9774781,0.008841674,0.002196869,0.002505276],"study_design_scores_gemma":[0.002470467,0.001828859,0.08877962,0.00134438,0.0002181929,0.0003504694,0.009035216,0.01889769,0.6626483,0.2117483,0.001463228,0.001215223],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869021,0.00001247565,0.00002250771,0.002930651,0.0001790349,0.00007366823,0.00002255072,0.0000147271,0.009842266],"genre_scores_gemma":[0.9991809,0.00002212904,0.000002976257,0.000321674,0.0003824029,0.000001667821,6.767971e-7,0.00001535052,0.00007229119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3148298,"threshold_uncertainty_score":0.284524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03915199198360991,"score_gpt":0.2364419161708969,"score_spread":0.1972899241872869,"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."}}