{"id":"W2293495831","doi":"10.4103/1463-1741.178479","title":"Comparison of direct measurement methods for headset noise exposure in the workplace","year":2016,"lang":"en","type":"article","venue":"Noise and Health","topic":"Noise Effects and Management","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Headset; QUIET; Noise (video); Microphone; Computer science; Acoustics; Octave (electronics); Soundproofing; Speech recognition; Artificial intelligence; Sound pressure; Telecommunications; 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":[0.00950512,0.0001437959,0.0005078695,0.000075256,0.0003677038,0.000005606287,0.0001544047,0.0000857046,0.00003472859],"category_scores_gemma":[0.0001770221,0.00007390858,0.00005545403,0.00014594,0.00003752556,0.00005268961,0.00005906888,0.0001866631,0.0000075966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001686697,"about_ca_system_score_gemma":0.0002304193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000468448,"about_ca_topic_score_gemma":0.001431919,"domain_scores_codex":[0.9969505,0.001407308,0.0006386812,0.0002598249,0.0002503909,0.0004932584],"domain_scores_gemma":[0.99805,0.001103302,0.0002920642,0.0003427211,0.0000983957,0.0001135515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006418401,0.0007077805,0.2356641,0.004091535,0.00007538169,0.000001025639,0.02051656,0.000008453581,0.00319607,0.01321176,0.1978577,0.5240278],"study_design_scores_gemma":[0.005901322,0.001791524,0.4272911,0.002512985,0.000064379,4.023023e-7,0.005446693,0.0001524215,0.000499325,0.001876146,0.5541419,0.0003218151],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3363757,0.04784704,0.2038355,0.3330168,0.004917225,0.03785679,0.0002371192,0.0003496258,0.03556424],"genre_scores_gemma":[0.9881024,0.0006179598,0.0061271,0.003786417,0.0001773964,0.0006586331,0.000004711812,0.00002033484,0.0005050747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6517267,"threshold_uncertainty_score":0.3294304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2541986348931187,"score_gpt":0.5513049820521797,"score_spread":0.297106347159061,"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."}}