{"id":"W1995225718","doi":"10.1177/0040517512470196","title":"Acoustical model for Shoddy-based fiber sound absorbers","year":2013,"lang":"en","type":"article","venue":"Textile Research Journal","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Tortuosity; Materials science; Composite material; Noise reduction coefficient; Thermal; Porosity; Porous medium; Fiber; Absorption (acoustics); Work (physics); Air permeability specific surface; Acoustics; Bridging (networking); Thermal conductivity; Permeability (electromagnetism); Mechanical engineering; Computer science; Thermodynamics; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002288915,0.0002265846,0.0002719103,0.0005302217,0.0004742694,0.00052557,0.000679162,0.0001653138,0.005538765],"category_scores_gemma":[0.0007379599,0.0001993534,0.0001555562,0.000361291,0.0003011467,0.0003526101,0.0001065645,0.001728451,0.001706961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006133178,"about_ca_system_score_gemma":0.0003893543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009307817,"about_ca_topic_score_gemma":0.000002709505,"domain_scores_codex":[0.9960309,0.0001216625,0.0004162475,0.0002683619,0.001461668,0.001701134],"domain_scores_gemma":[0.9966442,0.001180424,0.00002675339,0.0003895938,0.0009256706,0.0008333731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004884246,0.00008073398,0.00001874433,0.0001679817,0.00007879175,0.00002019623,0.0001672783,0.8017148,0.008183163,0.0001975201,0.1732025,0.01611948],"study_design_scores_gemma":[0.0007734005,0.0001168101,0.00007526508,0.00003351711,0.000009992046,0.00003451269,0.0001600042,0.9741941,0.0001903002,0.02303686,0.001160598,0.000214599],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05677903,0.0003526721,0.9232739,0.0008659693,0.0001879871,0.001402786,0.00005888314,0.0002530848,0.01682565],"genre_scores_gemma":[0.9661288,0.00004101039,0.02730961,0.00004995447,0.000648069,0.0003131788,0.000009149974,0.0001433948,0.005356781],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9093498,"threshold_uncertainty_score":0.9990703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1026761999811555,"score_gpt":0.3683122963433206,"score_spread":0.2656360963621651,"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."}}