{"id":"W2179241601","doi":"10.3138/jmvfh.3076","title":"Comparison of different types of hearing protection devices for use during weapons firing","year":2015,"lang":"en","type":"article","venue":"Journal of Military Veteran and Family Health","topic":"Noise Effects and Management","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Hearing protection; Decibel; Computer science; Impulse noise; Noise (video); Acoustics; Simulation; Audiology; Hearing loss; Telecommunications; Artificial intelligence; Medicine; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001040902,0.0001044631,0.0005456365,0.000171153,0.0001914463,0.000002240447,0.00007040473,0.00005255923,0.000002175257],"category_scores_gemma":[0.0000914245,0.00007769995,0.00007729058,0.00006157297,0.00002641982,0.0001583327,0.00005084286,0.0002693415,3.833762e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001101851,"about_ca_system_score_gemma":0.00012642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007582461,"about_ca_topic_score_gemma":0.0002569339,"domain_scores_codex":[0.9982438,0.0003090176,0.0009131421,0.000104752,0.0001989462,0.0002303376],"domain_scores_gemma":[0.9987302,0.0002353601,0.000549409,0.0001127883,0.0001877129,0.0001845492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009760731,0.001515609,0.7526709,0.03705574,0.0006673997,0.00001085109,0.0600191,0.001567702,0.0441367,0.000391737,0.006469977,0.0857336],"study_design_scores_gemma":[0.003279742,0.003328075,0.9791421,0.002596301,0.00005457747,0.000003613834,0.007460126,0.00188254,0.0002243333,0.0001642559,0.001748848,0.0001154951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911004,0.005896906,0.001238216,0.0003712194,0.0005311072,0.0008106419,0.00001001448,0.00000751868,0.00003393467],"genre_scores_gemma":[0.9973512,0.0004789458,0.001816838,0.0001537861,0.0001411101,0.00001252888,0.000001548462,0.000011759,0.00003229331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2264712,"threshold_uncertainty_score":0.3168512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2193207171284657,"score_gpt":0.4452947905014799,"score_spread":0.2259740733730142,"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."}}