{"id":"W2098396227","doi":"10.1121/1.2739806","title":"Reproducibility experiments on measuring acoustical properties of rigid-frame porous media (round-robin tests)","year":2007,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Acoustic Wave Phenomena Research","field":"Engineering","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Reproducibility; Materials science; Porous medium; Porosity; Acoustic impedance; Acoustics; Rigid frame; Homogeneity (statistics); Electrical impedance; Natural rubber; Composite material; Computer science; Mechanical engineering; Frame (networking); Engineering; Mathematics; Physics; Ultrasonic sensor","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":[0.00486677,0.0002893418,0.0006657513,0.00005463362,0.0001567725,0.00001993112,0.001201437,0.0001407264,0.00005424922],"category_scores_gemma":[0.003650789,0.0001597544,0.0004039275,0.0004661424,0.00149398,0.0001114095,0.0003150791,0.001178461,0.000007417242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004325242,"about_ca_system_score_gemma":0.0001379359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005398552,"about_ca_topic_score_gemma":6.434439e-7,"domain_scores_codex":[0.9960985,0.0001984129,0.001139053,0.0002949555,0.001639031,0.0006300898],"domain_scores_gemma":[0.9960848,0.001447589,0.0003977578,0.001381059,0.0004710174,0.000217759],"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":[0.0005223174,0.0005197275,0.0001822577,0.0002931228,0.0004382269,0.000004388598,0.003650735,0.113651,0.8717693,0.000007707395,0.003235219,0.00572597],"study_design_scores_gemma":[0.002476246,0.001761836,0.01036813,0.001333426,0.001006179,0.0002710742,0.01749032,0.3380421,0.6237602,0.002151885,0.000356475,0.0009822131],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7860933,0.001342642,0.209484,0.001048753,0.0006759685,0.0005064089,0.00001617988,0.00007038389,0.0007624332],"genre_scores_gemma":[0.9834218,0.0001806117,0.01576661,0.0001826477,0.0003479156,0.000002277454,2.886242e-7,0.00005327893,0.00004457248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2480092,"threshold_uncertainty_score":0.6514598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04724541402659442,"score_gpt":0.2799678053314735,"score_spread":0.2327223913048791,"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."}}