{"id":"W1988586725","doi":"10.1002/pen.23443","title":"Development, characterization, and modeling of environmentally friendly open‐cell acoustic foams","year":2013,"lang":"en","type":"article","venue":"Polymer Engineering and Science","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; University of Toronto","funders":"","keywords":"Materials science; Polyurethane; Composite material; Environmentally friendly; Polypropylene; Polymer; Absorption (acoustics); Porosity; Characterization (materials science); Thermoplastic polyurethane; Soundproofing; Nanotechnology; Elastomer","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":[0.0001657769,0.0001138475,0.0001169372,0.0001237638,0.0000866996,0.000118006,0.0002572217,0.00002442537,0.00002928798],"category_scores_gemma":[0.00001354418,0.0001125669,0.000005921335,0.0001773401,0.00009728814,0.0004479293,0.0002158291,0.00007901638,0.000006927177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003406633,"about_ca_system_score_gemma":0.00002912211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001627115,"about_ca_topic_score_gemma":2.915237e-7,"domain_scores_codex":[0.9991463,0.000002618025,0.0001724589,0.000191897,0.000199709,0.0002870616],"domain_scores_gemma":[0.9996734,0.00001802145,0.00001544453,0.0001257616,0.00001827742,0.0001491314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[4.696799e-7,0.000006851536,0.0001072629,0.0000582029,0.000003856558,3.110115e-7,0.000374778,0.04960015,0.9469264,0.00003418298,0.000001435985,0.002886144],"study_design_scores_gemma":[0.0001083424,0.00001076487,0.002127953,0.00001943208,0.000003126546,0.000003381177,0.00008348357,0.9376466,0.05983634,0.000003955561,0.00002466014,0.0001319245],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.782242,0.0002819696,0.2169672,0.000008264644,0.00004790636,0.0001217548,0.000002798987,0.00003739326,0.0002907733],"genre_scores_gemma":[0.9928393,0.00005701954,0.006920841,0.000005996805,0.00001168857,0.00002369426,0.000002534111,0.00001823601,0.0001206926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8880465,"threshold_uncertainty_score":0.4590345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201230469321408,"score_gpt":0.2071280101312818,"score_spread":0.1951157054380678,"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."}}