{"id":"W4377043762","doi":"10.1177/24741264231172564","title":"Risk for Surgical Team Hearing Loss With Vitrectomy","year":2023,"lang":"en","type":"article","venue":"Journal of VitreoRetinal Diseases","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Octane (Canada); Dalhousie University","funders":"","keywords":"Vitrectomy; Medicine; Noise (video); Sound exposure; Sound (geography); Sound pressure; Noise level; Audiology; Hearing loss; Surgery; Acoustics; Computer science; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004023667,0.0001556281,0.0004467227,0.0002291867,0.0001253161,0.00003288948,0.00007616138,0.00004898143,0.00009931379],"category_scores_gemma":[0.0004784513,0.0001009894,0.0004272551,0.0002997802,0.0001358775,0.0001178755,0.00001780622,0.0002452923,0.00001843557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003840851,"about_ca_system_score_gemma":0.0002118075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004739737,"about_ca_topic_score_gemma":7.441935e-7,"domain_scores_codex":[0.9986609,0.0000801038,0.0003674949,0.0001501204,0.0004284728,0.0003128685],"domain_scores_gemma":[0.9984176,0.0005393399,0.000266629,0.0001365921,0.000310287,0.0003295605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02270399,0.0008031613,0.9399561,0.0004480614,0.0007000058,0.01028411,0.0002213031,0.0001572792,0.0005561778,0.000746268,0.01231909,0.0111045],"study_design_scores_gemma":[0.01599549,0.006326473,0.8192407,0.002250857,0.003215215,0.01058262,0.001025816,0.0008172807,0.008479604,0.00166942,0.1297026,0.0006939342],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997559,0.0005442987,0.0001483088,0.0007840579,0.0001666336,0.000179969,0.00003936464,0.00005221183,0.0005261485],"genre_scores_gemma":[0.9978225,0.0002668084,0.0004867454,0.0001007877,0.0008576132,0.000009490633,0.00001872449,0.00003028061,0.0004070956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1207154,"threshold_uncertainty_score":0.4118229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152366046390424,"score_gpt":0.2809694533487003,"score_spread":0.269445792884796,"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."}}