{"id":"W2074105868","doi":"10.4103/1463-1741.90289","title":"Speech understanding in noise with integrated in-ear and muff-style hearing protection systems","year":2011,"lang":"en","type":"article","venue":"Noise and Health","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Consonant; Audiology; Noise (video); Vowel; Hearing loss; Intelligibility (philosophy); Speech recognition; Acoustics; Computer science; Medicine; 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":[0.0005434163,0.00008564209,0.0001598852,0.0001552445,0.0001254672,0.00004088258,0.00002824428,0.00005397627,0.000002461682],"category_scores_gemma":[0.0000420526,0.00006606224,0.000006946206,0.000290891,0.00005890071,0.000161982,0.00001587056,0.0002153481,0.000001799801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001990926,"about_ca_system_score_gemma":0.00008611784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01309469,"about_ca_topic_score_gemma":0.001163749,"domain_scores_codex":[0.9990733,0.0001171555,0.000201335,0.0002785799,0.0001043144,0.0002253041],"domain_scores_gemma":[0.9997251,0.00003478613,0.0000540904,0.00008530059,0.00001072602,0.00009002032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008794663,0.0006657687,0.7195829,0.003426313,0.000007798442,0.0001252565,0.06857044,0.0001994634,0.1539905,0.0271744,0.0000247221,0.02535299],"study_design_scores_gemma":[0.001326526,0.0009925021,0.9805371,0.00101815,0.000002402468,0.00006685838,0.004953939,0.008588468,0.001525801,0.0007168369,0.00006395348,0.000207491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977277,0.00007523732,0.0005379863,0.0003266871,0.00006225312,0.0006081048,0.00000113206,0.00003063902,0.0006302947],"genre_scores_gemma":[0.9994971,0.0001029755,0.0002215244,0.00009818904,0.00001360966,0.00002259584,3.251339e-7,0.0000102721,0.00003342175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2609542,"threshold_uncertainty_score":0.9934772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2057601529666943,"score_gpt":0.3117500584408617,"score_spread":0.1059899054741674,"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."}}