{"id":"W2045425829","doi":"10.1007/s00420-007-0274-0","title":"Impact of expert versus measurement-based occupational noise exposure estimates on exposure-response relationships","year":2007,"lang":"en","type":"article","venue":"International Archives of Occupational and Environmental Health","topic":"Noise Effects and Management","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Statistics; Noise (video); Medicine; Exposure assessment; Occupational exposure; Occupational medicine; Environmental health; Mathematics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1325395,0.001117371,0.001782905,0.001012186,0.0005582995,0.002420992,0.00165194,0.002689241,0.0020831],"category_scores_gemma":[0.3657669,0.0006518671,0.002028763,0.0009343343,0.0009835702,0.002518186,0.002085675,0.001787021,0.0004617205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008974762,"about_ca_system_score_gemma":0.0009007243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005150086,"about_ca_topic_score_gemma":0.003415954,"domain_scores_codex":[0.8316379,0.1468055,0.005225587,0.008929117,0.006045526,0.001356277],"domain_scores_gemma":[0.2452256,0.732949,0.006758304,0.008447698,0.006132199,0.0004872185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.05324179,0.001170743,0.6489493,0.001723102,0.0117961,0.0007441591,0.002422598,0.1104022,0.009097066,0.003183424,0.00211709,0.1551523],"study_design_scores_gemma":[0.002290619,0.01092256,0.7522936,0.0006135554,0.01175537,0.001764984,0.001940257,0.1841137,0.02060376,0.008413866,0.00489721,0.0003905955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9232787,0.004381173,0.06304385,0.001951986,0.0002903761,0.0002079246,0.001178717,0.000358317,0.005308986],"genre_scores_gemma":[0.9911376,0.0002249493,0.007278542,0.0004075695,0.00005662226,0.00005214158,0.0003320697,0.00005236323,0.0004582503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1325395,"threshold_uncertainty_score":0.7009441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1049002981760311,"score_gpt":0.4232946255143858,"score_spread":0.3183943273383547,"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."}}